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The ones growing fastest use it as a daily decision engine — finding hidden revenue, timing scaling decisions, and making every dollar work harder.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-03-24","thumb":"/images/blog/how-to-accelerate-growth-with-mmm/featuredImage.avif"},{"type":"post","id":"post:how-to-allocate-budget-for-digital-marketing","url":"/blog/how-to-allocate-budget-for-digital-marketing","title":"How to allocate budget for digital marketing","excerpt":"Platform reported data can unintentionally throw off your strategy. Discover the right way to allocate your digital marketing budget, using the full picture.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-06-16","thumb":"/images/blog/how-to-allocate-budget-for-digital-marketing.avif"},{"type":"post","id":"post:how-to-allocate-marketing-budget-across-channels","url":"/blog/how-to-allocate-marketing-budget-across-channels","title":"How to allocate marketing budget across channels","excerpt":"Learn how to allocate your marketing budget across your channels with a framework that accounts for channel interactions, saturation curves, and more.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-06-22","thumb":"/images/blog/how-to-allocate-marketing-budget-across-channels.avif"},{"type":"post","id":"post:how-to-build-an-identity-graph","url":"/blog/how-to-build-an-identity-graph","title":"A marketer's step-by-step framework for how to build an identity graph","excerpt":"A practical framework for marketers for building a customer identity graph, plus the maintenance mistakes that break most implementations after they’re launched","category":"Attribution","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-07-15","thumb":"/images/blog/how-to-build-an-identity-graph.avif"},{"type":"post","id":"post:how-to-calculate-customer-lifetime-value-ltv","url":"/blog/how-to-calculate-customer-lifetime-value-ltv","title":"How to calculate customer lifetime value (LTV)","excerpt":"Most LTV formulas tell you the same thing, the difference is whether a whole company calculates customer lifetime value the same way. 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Both list out a set of ingredients and a cost. Both promise a result.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-02-23","thumb":"/images/blog/how-to-calculate-return-on-marketing-investment/featuredImage.avif"},{"type":"post","id":"post:how-to-collect-zero-party-data","url":"/blog/how-to-collect-zero-party-data","title":"How to collect zero-party data: Strategies and best practices","excerpt":"Think about the last time you filled out a “Find Your Perfect Product” quiz.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-02-16","thumb":"/images/blog/how-to-collect-zero-party-data/featuredImage.avif"},{"type":"post","id":"post:how-to-determine-cost-of-customer-acquisition","url":"/blog/how-to-determine-cost-of-customer-acquisition","title":"How to determine cost of customer acquisition","excerpt":"Think of customer acquisition cost like fuel efficiency for your marketing engine.","category":"Strategy","authorSlug":"prescient-team","authorName":"Prescient Team","publishedAt":"2026-02-04","thumb":"/images/blog/how-to-determine-cost-of-customer-acquisition/featuredImage.avif"},{"type":"post","id":"post:how-to-determine-your-brands-risk-tolerance-for-scaling","url":"/blog/how-to-determine-your-brands-risk-tolerance-for-scaling","title":"How to assess your risk tolerance for big swings","excerpt":"Learn how to assess your brand's risk tolerance before making budget swings in the Prescient platform, using confidence scores alongside your business context.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-06-09","thumb":"/images/blog/how-to-determine-your-brands-risk-tolerance-for-scaling.avif"},{"type":"post","id":"post:how-to-get-confident-to-hold-spend-while-others-cut","url":"/blog/how-to-get-confident-to-hold-spend-while-others-cut","title":"When everyone pulls back, the brands that hold position win","excerpt":"Broad pullbacks hand ground to brands that stay present. 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","category":"POV","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-06-19","thumb":"/images/blog/how-to-get-confident-to-hold-spend-while-others-cut.avif"},{"type":"post","id":"post:how-to-identify-high-impact-budget-changes","url":"/blog/how-to-identify-high-impact-budget-changes","title":"How to identify high-impact budget changes in the Prescient platform","excerpt":"Find the highest-impact budget changes in Prescient's Optimizer using projections, confidence scores, and saturation curves to allocate spend more efficiently.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-06-11","thumb":"/images/blog/how-to-identify-high-impact-budget-changes.avif"},{"type":"post","id":"post:how-to-improve-direct-mail-response-rates","url":"/blog/how-to-improve-direct-mail-response-rates","title":"How to improve direct mail response rates (& count the responses you're missing)","excerpt":"Learn how to improve direct mail response rates with better lists, offers, and timing, and why code-based tracking undercounts the responses you actually earn.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-10-09","thumb":"/images/blog/how-to-improve-direct-mail-response-rates.avif"},{"type":"post","id":"post:how-to-increase-lifetime-value","url":"/blog/how-to-increase-lifetime-value","title":"How to increase customer lifetime value","excerpt":"Measuring whether your efforts to increase customer lifetime value are actually working requires more than platform-reported data. You need visibility into cross-channel customer behavior over time.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-04-15","thumb":"/images/blog/how-to-increase-lifetime-value.avif"},{"type":"post","id":"post:how-to-know-if-audience-planning-worked","url":"/blog/how-to-know-if-audience-planning-worked","title":"How to know if your audience planning is actually working","excerpt":"Audience planning helps you figure out where to spend. 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","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-05-27","thumb":"/images/blog/how-to-measure-mntn-effectively.avif"},{"type":"post","id":"post:how-to-measure-ooh-advertising","url":"/blog/how-to-measure-ooh-advertising","title":"How to measure OOH advertising (and what most marketers miss)","excerpt":"OOH advertising is harder to measure than digital, but impressions and foot traffic only tell part of the story. Learn what most brands miss and what to measure","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-04-07","thumb":"/images/blog/how-to-measure-ooh-advertising.avif"},{"type":"post","id":"post:how-to-measure-pinterest-effectively","url":"/blog/how-to-measure-pinterest-effectively","title":"How to measure Pinterest effectively","excerpt":"Pinterest analytics shows how your pins perform, but not what they're driving across your business. 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","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-06-01","thumb":"/images/blog/how-to-scale-online-advertising-efforts-efficiently.avif"},{"type":"post","id":"post:how-to-select-a-commerce-media-network-partner","url":"/blog/how-to-select-a-commerce-media-network-partner","title":"How to select a commerce media network partner","excerpt":"Learn how to evaluate and select the right commerce media network partner, from first-party data quality to measurement transparency and tech integration.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-09-09","thumb":"/images/blog/how-to-select-a-commerce-media-network-partner.avif"},{"type":"post","id":"post:how-to-spend-your-marketing-budget","url":"/blog/how-to-spend-your-marketing-budget","title":"How to spend your marketing budget (without guessing)","excerpt":"Fixed percentage splits can waste money as channels saturate. 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Not very effectively. Here's why the standard causal framework breaks down, and what to focus on instead.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-05-04","thumb":"/images/blog/is-attributing-causality-possible-in-marketing.avif"},{"type":"post","id":"post:is-mmm-right-for-your-business","url":"/blog/is-mmm-right-for-your-business","title":"Is MMM right for your business? A fit guide for marketers","excerpt":"Not every brand is ready for marketing mix modeling, and not every MMM is right for every brand. Here's what you need and how to assess your fit before investing.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-03-19","thumb":"/images/blog/is-mmm-right-for-your-business/featuredImage.avif"},{"type":"post","id":"post:is-pixel-tracking-considered-selling-personal-data","url":"/blog/is-pixel-tracking-considered-selling-personal-data","title":"Is pixel tracking considered selling personal data? Sometimes.","excerpt":"Pixel tracking can count as selling personal data under state privacy laws, but not always. 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Your boss wants answers, and everyone’s pointing fingers at creative fatigue or audience saturation.","category":"POV","authorSlug":"cody-greco","authorName":"Cody Greco","publishedAt":"2025-10-08","thumb":"/images/blog/law-9-external-forces-are-sabotaging-your-marketing-attribution/featuredImage.avif"},{"type":"post","id":"post:leading-tools-for-measuring-incremental-lift-from-ctv-ads","url":"/blog/leading-tools-for-measuring-incremental-lift-from-ctv-ads","title":"Leading tools for measuring incremental lift from CTV ads","excerpt":"The top tools for measuring incremental lift from CTV ads: what criteria matter, how methodologies compare, and why halo effects are the missing piece.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-04-28","thumb":"/images/blog/leading-tools-for-measuring-incremental-lift-from-ctv-ads.avif"},{"type":"post","id":"post:lifecycle-marketing-guide","url":"/blog/lifecycle-marketing-guide","title":"The modern marketer's guide to lifecycle marketing","excerpt":"Nailing lifecycle marketing requires knowing how personalized messaging at every customer journey stage drives long-term revenue growth and how to measure it. 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","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-06-30","thumb":"/images/blog/marketing-budget-allocation-best-practices.avif"},{"type":"post","id":"post:marketing-budget-optimization","url":"/blog/marketing-budget-optimization","title":"Marketing budget optimization: a data-driven guide","excerpt":"Learn how to optimize your marketing budget with unbiased attribution, halo effects, and scenario forecasting so every dollar goes where it drives revenue.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-03-10","thumb":"/images/blog/marketing-budget-optimization/featuredImage.avif"},{"type":"post","id":"post:marketing-campaign-management-guide","url":"/blog/marketing-campaign-management-guide","title":"Quality measurement is missing from most marketing campaign management","excerpt":"Marketing campaign management covers more than execution. 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Learn how it works, what automation tools do, and how to measure the results.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-09-21","thumb":"/images/blog/through-channel-marketing-guide.avif"},{"type":"post","id":"post:tiktok-shop-analytics-in-platform","url":"/blog/tiktok-shop-analytics-in-platform","title":"The hidden revenue TikTok Shop is driving (that TikTok can’t show you)","excerpt":"Your TikTok Shop campaigns are crushing it. The TikTok Shop analytics dashboard looks good. Sales are rolling in. ROAS is solid.","category":"Announcements","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2025-12-11","thumb":"/images/blog/tiktok-shop-analytics-in-platform/featuredImage.avif"},{"type":"post","id":"post:time-decay-attribution-model-guide","url":"/blog/time-decay-attribution-model-guide","title":"How the time decay attribution model works, when to use it, and where it falls short","excerpt":"A time decay attribution model weighs recent touchpoints more heavily than early ones, but it's not without blind spots. Here's how it works and what it misses.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-09-01","thumb":"/images/blog/time-decay-attribution-model-guide.avif"},{"type":"post","id":"post:top-marketing-attribution-software-solutions","url":"/blog/top-marketing-attribution-software-solutions","title":"12 top marketing attribution software solutions: 2026 comparison guide","excerpt":"Every marketer has been in this meeting. Your Meta dashboard says one thing, your Google Analytics says another, and your revenue numbers quietly sit somewhere in between.","category":"Attribution","authorSlug":"prescient-team","authorName":"Prescient Team","publishedAt":"2026-02-24","thumb":"/images/blog/top-marketing-attribution-software-solutions/featuredImage.avif"},{"type":"post","id":"post:top-marketing-intelligence-tools-software-2026","url":"/blog/top-marketing-intelligence-tools-software-2026","title":"The 31 best marketing intelligence tools, organized by use case","excerpt":"A complete guide to marketing intelligence tools, organized by how you use them, from MMM platforms and attribution software to competitive intelligence. ","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-05-27","thumb":"/images/blog/top-marketing-intelligence-tools-software-2026.avif"},{"type":"post","id":"post:top-of-funnel-drives-bottom","url":"/blog/top-of-funnel-drives-bottom","title":"How your bottom of funnel is driven by your top of funnel","excerpt":"The truth is that your bottom of funnel success depends entirely on having a healthy, well-funded top of funnel.","category":"POV","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2025-05-08","thumb":"/images/blog/top-of-funnel-drives-bottom/featuredImage.avif"},{"type":"post","id":"post:top-of-funnel-marketing-tactics","url":"/blog/top-of-funnel-marketing-tactics","title":"Top of funnel marketing tactics that work and how to prove it","excerpt":"Top of funnel marketing tactics do drive sales, just rarely on the channel they ran on. See the full list of tactics and how to prove they're working.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-10-07","thumb":"/images/blog/top-of-funnel-marketing-tactics.avif"},{"type":"post","id":"post:top-of-funnel-visibility-loss","url":"/blog/top-of-funnel-visibility-loss","title":"Top of Funnel Visibility Loss: New Causes & What to Do","excerpt":"Top-of-funnel visibility loss isn't new, but AI overviews and LLMs are making it worse. Learn why your awareness spend isn't getting credit and what to do.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-03-31","thumb":"/images/blog/top-of-funnel-visibility-loss/featuredImage.avif"},{"type":"post","id":"post:top-of-funnel-vs-bottom-of-funnel","url":"/blog/top-of-funnel-vs-bottom-of-funnel","title":"Top of funnel vs bottom of funnel: How they differ and how to balance your budget","excerpt":"Top of funnel vs bottom of funnel: Learn how the two differ, why each end needs the other, and how to split your budget between them and measure both in revenue","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-10-02","thumb":"/images/blog/top-of-funnel-vs-bottom-of-funnel.avif"},{"type":"post","id":"post:tracking-pixel-audits-guide","url":"/blog/tracking-pixel-audits-guide","title":"What is a tracking pixel audit (and how do you run one)?","excerpt":"A tracking pixel audit reviews whether your marketing pixels are firing accurately, capturing the right events, and staying compliant. 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If you're combining tools without validating whether each input helps or hurts your model,…","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-04-02","thumb":"/images/blog/unified-marketing-measurement.avif"},{"type":"post","id":"post:using-incrementality-data-with-prescient-mmm","url":"/blog/using-incrementality-data-with-prescient-mmm","title":"Using incrementality data with Prescient’s MMM","excerpt":"Marketing measurement sits at a critical crossroads. As brands navigate an increasingly complex landscape of channels and tactics, the quest for reliable performance insights has never been more impor…","category":"POV","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-01-12","thumb":"/images/blog/using-incrementality-data-with-prescient-mmm/featuredImage.avif"},{"type":"post","id":"post:using-prescient-branded-search-attribution-for-strategy","url":"/blog/using-prescient-branded-search-attribution-for-strategy","title":"Using Prescient Branded Search Attribution for Strategy","excerpt":"Prescient's attribution helps you invest in growth while protecting your returns, rather than accidentally optimizing for efficiency on shrinking volume.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-03-11","thumb":"/images/blog/using-prescient-branded-search-attribution-for-strategy/featuredImage.avif"},{"type":"post","id":"post:utah-consumer-privacy-act-marketers-guide","url":"/blog/utah-consumer-privacy-act-marketers-guide","title":"What marketers need to know about the Utah Consumer Privacy Act","excerpt":"The Utah Consumer Privacy Act (UCPA) changes what marketers can track and measure. 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Facebook looks way stronger than you expected. TikTok looks weaker. That campaign you thought was crushing it? The model says it’s mediocre.","category":"Announcements","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2025-12-04","thumb":"/images/blog/validation-layer-feature-announcement/featuredImage.avif"},{"type":"post","id":"post:valuable-consideration-in-marketing","url":"/blog/valuable-consideration-in-marketing","title":"What counts as valuable consideration in marketing (and when it means you're selling data)","excerpt":"Valuable consideration can be more than cash. 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","category":"POV","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-07-03","thumb":"/images/blog/what-attribution-isnt-telling-you-about-best-customers.avif"},{"type":"post","id":"post:what-bayesian-actually-tells-you-about-an-mmm-vendor","url":"/blog/what-bayesian-actually-tells-you-about-an-mmm-vendor","title":"What “Bayesian” actually tells you about an MMM vendor (and what it doesn’t)","excerpt":"Imagine you’re buying a car and the salesperson leads with “this vehicle uses fuel injection.” That’s technically meaningful.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-03-05","thumb":"/images/blog/what-bayesian-actually-tells-you-about-an-mmm-vendor/featuredImage.avif"},{"type":"post","id":"post:what-do-marketing-mix-models-show-advertisers","url":"/blog/what-do-marketing-mix-models-show-advertisers","title":"What do marketing mix models show advertisers?","excerpt":"Certain advanced marketing mix models can give advertisers an accurate view of performance that accounts for cross-channel interactions and spillover effects.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-04-28","thumb":"/images/blog/what-do-marketing-mix-models-show-advertisers.avif"},{"type":"post","id":"post:what-does-incremental-mean-in-marketing","url":"/blog/what-does-incremental-mean-in-marketing","title":"What does incremental mean in marketing? 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You can read about my official title and background on our Company page, but I’m the resident nerd here at Prescient HQ.","category":"POV","authorSlug":"cody-greco","authorName":"Cody Greco","publishedAt":"2025-08-06","thumb":"/images/blog/what-every-cmo-wishes-their-team-already-knew/featuredImage.avif"},{"type":"post","id":"post:what-halo-effects-are-showing-you","url":"/blog/what-halo-effects-are-showing-you","title":"What halo effects are showing you (and why your other tools miss them)","excerpt":"Learn what halo effects are showing you in the Prescient dashboard, why platform attribution tools miss this revenue, and how to interpret halo data accurately.","category":"Attribution","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-06-22","thumb":"/images/blog/what-halo-effects-are-showing-you.avif"},{"type":"post","id":"post:what-happens-to-sales-after-promotion-ends","url":"/blog/what-happens-to-sales-after-promotion-ends","title":"What happens to your sales after a promotion ends","excerpt":"Promotions pull demand forward and leave a slump behind. 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In baseball, for decades it was batting average. In finance, it was share price.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-02-24","thumb":"/images/blog/what-is-acos/featuredImage.avif"},{"type":"post","id":"post:what-is-aov","url":"/blog/what-is-aov","title":"What is average order value (AOV)?","excerpt":"Average order value (AOV) measures how much customers spend per transaction on average. Here's how to calculate it, why it matters, and how to increase it.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-05-01","thumb":"/images/blog/what-is-aov.avif"},{"type":"post","id":"post:what-is-applovin","url":"/blog/what-is-applovin","title":"What Is AppLovin, & How Can It Drive Your Brand Growth?","excerpt":"AppLovin is breaking into DTC advertising with strong results. Learn how it works, what the data shows on its halo effects, and how to scale it with confidence.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-03-23","thumb":"/images/blog/what-is-applovin/featuredImage.avif"},{"type":"post","id":"post:what-is-category-demand","url":"/blog/what-is-category-demand","title":"What category demand is and why it matters","excerpt":"Not all organic traffic is traffic you earned. Category demand explains why — and knowing the difference changes how you read your performance data.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-04-14","thumb":"/images/blog/what-is-category-demand.avif"},{"type":"post","id":"post:what-is-closed-loop-marketing","url":"/blog/what-is-closed-loop-marketing","title":"What is closed-loop marketing, and what does it miss?","excerpt":"Closed-loop marketing connects marketing efforts to real sales outcomes through your CRM. Learn how it works, its key benefits, and where it can't see.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-09-16","thumb":"/images/blog/what-is-closed-loop-marketing.avif"},{"type":"post","id":"post:what-is-cross-device-targeting","url":"/blog/what-is-cross-device-targeting","title":"What cross-device targeting is, how it works, and why it's getting harder","excerpt":"Cross-device targeting links users across screens for better ad sequencing, but measuring its impact is getting harder as privacy changes erode device tracking.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-05-26","thumb":"/images/blog/what-is-cross-device-targeting.avif"},{"type":"post","id":"post:what-is-data-quality","url":"/blog/what-is-data-quality","title":"What is data quality? 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Learn how it works, what it costs, and when it's worth the spend for brands.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-10-08","thumb":"/images/blog/what-is-eddm.avif"},{"type":"post","id":"post:what-is-first-party-data","url":"/blog/what-is-first-party-data","title":"What is first party data and why it matters for your business","excerpt":"Your customer browses your website for fifteen minutes, adds three items to their cart, abandons the purchase, then returns two days later through a Google search and completes the order.","category":"Attribution","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-01-26","thumb":"/images/blog/what-is-first-party-data/featuredImage.avif"},{"type":"post","id":"post:what-is-impression-share","url":"/blog/what-is-impression-share","title":"What is impression share? 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That gap is exactly what lifet…","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-04-01","thumb":"/images/blog/what-is-lifetime-value/featuredImage.avif"},{"type":"post","id":"post:what-is-lift-in-marketing","url":"/blog/what-is-lift-in-marketing","title":"What is lift in marketing? A guide to measuring campaign impact","excerpt":"Learn what lift in marketing means, how test and control groups work, and why lift tests tend to overattribute and undercount at the same time.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-09-10","thumb":"/images/blog/what-is-lift-in-marketing.avif"},{"type":"post","id":"post:what-is-marketing-science","url":"/blog/what-is-marketing-science","title":"What is marketing science?","excerpt":"Marketing science isn't just for enterprise brands with massive research budgets. Understanding and applying these methods is increasingly essential for any business that wants to make confident decis…","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-04-24","thumb":"/images/blog/what-is-marketing-science.avif"},{"type":"post","id":"post:what-is-model-stability","url":"/blog/what-is-model-stability","title":"Model stability: a guide for marketers evaluating MMMs","excerpt":"Model stability determines whether you can trust your MMM's budget recommendations. Learn what causes instability, how to spot it, and what to ask providers.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-03-17","thumb":"/images/blog/what-is-model-stability/featuredImage.avif"},{"type":"post","id":"post:what-is-multicollinearity","url":"/blog/what-is-multicollinearity","title":"What is multicollinearity? A marketer's guide to a hidden measurement problem","excerpt":"Multicollinearity makes your marketing attribution unreliable without you ever knowing it. Here's what it is, why it matters, and why marketing data is vulnerable.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-03-23","thumb":"/images/blog/what-is-multicollinearity/featuredImage.avif"},{"type":"post","id":"post:what-is-omnichannel-marketing","url":"/blog/what-is-omnichannel-marketing","title":"What is omnichannel marketing?","excerpt":"Omnichannel marketing connects every channel into one seamless customer experience. Learn the pillars, benefits, implementation challenges, and measurement.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-05-07","thumb":"/images/blog/what-is-omnichannel-marketing.avif"},{"type":"post","id":"post:what-is-privacy-preserving-ad-measurement","url":"/blog/what-is-privacy-preserving-ad-measurement","title":"What is privacy-preserving ad measurement?","excerpt":"Privacy-preserving ad measurement lets advertisers prove ROI without tracking individual users. Here's how it works, and where it still falls short.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-07-15","thumb":"/images/blog/what-is-privacy-preserving-ad-measurement.avif"},{"type":"post","id":"post:what-is-r-squared","url":"/blog/what-is-r-squared","title":"What is R-squared? 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Learn how it differs from impressions and how to track it across multiple channels.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-05-11","thumb":"/images/blog/what-is-reach-in-marketing.avif"},{"type":"post","id":"post:what-is-return-on-ad-spend-roas","url":"/blog/what-is-return-on-ad-spend-roas","title":"What is return on ad spend (ROAS)?","excerpt":"A good sous chef tracks cost per plate. They know that if a dish costs $8 to make and sells for $24, the kitchen is running well.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-03-03","thumb":"/images/blog/what-is-return-on-ad-spend-roas/featuredImage.avif"},{"type":"post","id":"post:what-is-sales-uplift","url":"/blog/what-is-sales-uplift","title":"What sales uplift is, how to measure it, and why your numbers might be off","excerpt":"Sales uplift measures the revenue increase driven by a marketing action above baseline. Learn what drives it and why standard attribution often gets it wrong.","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-05-22","thumb":"/images/blog/what-is-sales-uplift.avif"},{"type":"post","id":"post:what-is-top-of-funnel-marketing","url":"/blog/what-is-top-of-funnel-marketing","title":"You’re underestimating the value of top of funnel marketing","excerpt":"Top of funnel marketing builds brand awareness, but it rarely shows up in your ad platform's conversion data. 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When paid awareness campaigns build brand memory, people return through organic search — and your analytics has no way to connect the dots.","category":"POV","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-04-03","thumb":"/images/blog/what-spike-in-organic-traffic-means/featuredImage.avif"},{"type":"post","id":"post:what-tiktok-shop-halo-effects-mean-for-your-content-strategy","url":"/blog/what-tiktok-shop-halo-effects-mean-for-your-content-strategy","title":"What TikTok Shop halo effects mean for your content strategy","excerpt":"If you’re running TikTok Shop campaigns, you’ve probably noticed something frustrating: the performance data TikTok shows you doesn’t tell the complete story.","category":"POV","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2025-12-30","thumb":"/images/blog/what-tiktok-shop-halo-effects-mean-for-your-content-strategy/featuredImage.avif"},{"type":"post","id":"post:when-to-act-on-optimizer-recommendation-vs-wait","url":"/blog/when-to-act-on-optimizer-recommendation-vs-wait","title":"When to act on an optimizer recommendation vs. when to wait","excerpt":"Master when to act on Prescient optimizer recommendations, when to wait, and when to modify, using confidence scores, projected lift, and strategic context.","category":"Strategy","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-06-10","thumb":"/images/blog/when-to-act-on-optimizer-recommendation-vs-wait.avif"},{"type":"post","id":"post:why-dont-holdout-test-results-hold-up-over-time","url":"/blog/why-dont-holdout-test-results-hold-up-over-time","title":"Why don't holdout test results hold up over time?","excerpt":"A holdout test only measures one moment in time. 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Run a holdout test, compare your ad-exposed group to a control group, get clean experimental proof of what’s working.","category":"POV","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-01-29","thumb":"/images/blog/why-incrementality-testing-cant-tell-you-what-to-do-next/featuredImage.avif"},{"type":"post","id":"post:why-top-of-funnel-loses-budget-fight","url":"/blog/why-top-of-funnel-loses-budget-fight","title":"Why top-of-funnel spend keeps losing the budget argument (and how to fix it)","excerpt":"Top-of-funnel campaigns keep losing the budget argument not because they don't work, but because standard attribution tools can't see where they actually land. ","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-05-28","thumb":"/images/blog/why-top-of-funnel-loses-budget-fight.avif"},{"type":"post","id":"post:why-traditional-mmms-cant-avoid-baseline-leakage","url":"/blog/why-traditional-mmms-cant-avoid-baseline-leakage","title":"Why traditional MMMs can’t avoid baseline leakage (and why that matters)","excerpt":"In our previous article, we introduced baseline leakage: the systematic error that occurs when marketing mix models incorrectly attribute revenue from seasonal demand, trends, or external events to ma…","category":"Marketing Measurement","authorSlug":"linnea-zielinski","authorName":"Linnea Zielinski","publishedAt":"2026-02-17","thumb":"/images/blog/why-traditional-mmms-cant-avoid-baseline-leakage/featuredImage.avif"},{"type":"post","id":"post:why-you-cant-trust-pixels-for-tracking-your-conversions","url":"/blog/why-you-cant-trust-pixels-for-tracking-your-conversions","title":"Why you can’t trust pixels for tracking your conversions","excerpt":"Using pixel tracking to figure out which of your channels and campaigns drive the most sales is like rowing a canoe with a tennis racket—you’re not going to get anywhere. 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historical data to measure how marketing and non-marketing factors contribute to revenue.","category":"media-mix-modeling"},{"type":"glossary","id":"glossary:marketing-mix","url":"/glossary/marketing-mix","title":"Marketing mix","excerpt":"The combination of channels, campaigns, and tactics a brand uses to reach its customers.","category":"general"},{"type":"glossary","id":"glossary:mean-absolute-error","url":"/glossary/mean-absolute-error","title":"Mean absolute error (MAE)","excerpt":"A validation metric that measures the average size of errors between a model's predictions and actual outcomes, without regard to direction.","category":"measurement"},{"type":"glossary","id":"glossary:media-mix","url":"/glossary/media-mix","title":"Media mix","excerpt":"The specific combination of paid advertising channels a brand invests in.","category":"general"},{"type":"glossary","id":"glossary:model-accuracy","url":"/glossary/model-accuracy","title":"Model accuracy","excerpt":"How closely a model's outputs reflect real-world outcomes.","category":"measurement"},{"type":"glossary","id":"glossary:model-calibration","url":"/glossary/model-calibration","title":"Model calibration","excerpt":"The process of adjusting a model's parameters using external data, such as incrementality test results.","category":"media-mix-modeling"},{"type":"glossary","id":"glossary:model-validation","url":"/glossary/model-validation","title":"Model validation","excerpt":"The process of assessing how well a model reflects reality, often by testing its outputs against known results.","category":"measurement"},{"type":"glossary","id":"glossary:multi-retail-connectors","url":"/glossary/multi-retail-connectors","title":"Multi-retail connectors","excerpt":"Integrations that allow an MMM to incorporate sales data from retail partners like Target, Walmart, or 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problems.","category":"measurement"},{"type":"glossary","id":"glossary:retargeting-campaigns","url":"/glossary/retargeting-campaigns","title":"Retargeting campaigns","excerpt":"Ads shown to users who have previously visited a brand's site or interacted with its content.","category":"channels"},{"type":"glossary","id":"glossary:return-on-ad-spend","url":"/glossary/return-on-ad-spend","title":"Return on ad spend (ROAS)","excerpt":"The revenue generated for every dollar spent on advertising.","category":"measurement"},{"type":"glossary","id":"glossary:rolling-backtest","url":"/glossary/rolling-backtest","title":"Rolling backtest","excerpt":"A validation technique where a model is repeatedly re-trained on earlier data and tested against subsequent periods to measure how well it forecasts over time.","category":"measurement"},{"type":"glossary","id":"glossary:root-mean-square-error","url":"/glossary/root-mean-square-error","title":"Root mean square error (RMSE)","excerpt":"A validation 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It because Prescient AI helped with cross-channel measurement in order…","client":"Portland Leather Goods","industry":"Fashion & Retail","thumb":"/images/case-studies/portland-leather-tiktok-header.png"},{"type":"case-study","id":"case-study:saatva-revenue-increase-tv-ads","url":"/case-studies/saatva-revenue-increase-tv-ads","title":"Saatva Revenue Increase TV Ads","excerpt":"Learn how AI-powered marketing mix modeling (MMM) revealed which linear and CTV investments would drive maximum growth.","client":"Saatva","industry":"Home & Living","thumb":"/images/case-studies/saatva-header.avif"},{"type":"case-study","id":"case-study:tilecloud-confidently-keeps-the-pedal-to-the-metal-with-prescient-ai","url":"/case-studies/tilecloud-confidently-keeps-the-pedal-to-the-metal-with-prescient-ai","title":"TileCloud Confidently Keeps the Pedal to the Metal with Prescient AI","excerpt":"Despite interruptions in their pixel tracking, TileCloud was able to rely on Prescient to keep pushing forward confidently with their campaigns.","client":"TileCloud","industry":"Consumer Goods","thumb":"/images/case-studies/tilecloud-header.avif"},{"type":"case-study","id":"case-study:zenwise-2026","url":"/case-studies/zenwise-2026","title":"How Zenwise Grew Its Shopify DTC Share While Holding Amazon, Using Prescient AI to Scale Omnichannel Ads","excerpt":"An Amazon-first supplement brand grew its Shopify DTC share and held its Amazon base by scaling omnichannel ads through a brand relaunch, using Prescient AI's cross-destination measurement to see wher…","client":"Zenwise","industry":"Supplements","thumb":"/images/case-studies/zenwise-2026-header.webp"},{"type":"benchmark","id":"benchmark:pinterest-beauty-benchmark-2026","url":"/benchmarks/pinterest-beauty-benchmark-2026","title":"Pinterest Benchmark: Beauty & Personal Care","excerpt":"Prescient's MMM reveals Pinterest delivers ~5.5x ROAS in Beauty when halo effects are measured — a ~2.6x uplift over platform-reported metrics. See how Pinterest drives full-funnel discovery across DT…","channel":"Pinterest","period":"December 2025"},{"type":"benchmark","id":"benchmark:pinterest-beauty-wellness-benchmark-2026","url":"/benchmarks/pinterest-beauty-wellness-benchmark-2026","title":"Pinterest Benchmark: Beauty & Wellness","excerpt":"Prescient's MMM reveals Pinterest delivers ~5.2x ROAS in Beauty & Wellness when halo effects are measured, a ~3.3x uplift over platform-reported metrics. ~65% of Pinterest's attributed revenue flows t…","channel":"Pinterest","period":"January 2025"},{"type":"benchmark","id":"benchmark:pinterest-q1-2026-benchmark","url":"/benchmarks/pinterest-q1-2026-benchmark","title":"Pinterest Q1 2026 Benchmark","excerpt":"Pinterest spend grew ~88% YoY across Prescient brands, yet remains just ~2% of wallet share. MMM reveals a ~60% measurement gap vs. platform-reported ROAS, with ~30% of Pinterest's value flowing throu…","channel":"Pinterest","period":"Q1 2026"},{"type":"benchmark","id":"benchmark:retail-dark-matter","url":"/benchmarks/retail-dark-matter","title":"Paid media drives retail sales it never gets credit for","excerpt":"Across our client base, every $1 in tracked ad spend produced $1.23 in retail revenue that last-click attribution never picked up. Here's which channels are responsible.","channel":"Cross-channel","period":"Jul 2025 - Jun 2026"},{"type":"benchmark","id":"benchmark:snap-ads-q1-2026-benchmark","url":"/benchmarks/snap-ads-q1-2026-benchmark","title":"Snap Ads Q1 2026 Benchmark: Uncovering the Full Picture","excerpt":"Across $1.9B in GMV, Snap's platform ROAS tells only part of the story. The channel ranks among the highest halo contributors, driving disproportionate indirect revenue to Amazon. Snap works best not…","channel":"Snap","period":"Q1 2026"},{"type":"benchmark","id":"benchmark:tiktok-jan-2026-benchmark","url":"/benchmarks/tiktok-jan-2026-benchmark","title":"TikTok Scaled Without Breaking — Here's the Data","excerpt":"TikTok spend ramped sharply into Q4 2025 across 64 Prescient brands representing $4.2B in GMV. MMM shows competitive ROAS, durable CAC efficiency at scale, and significant platform under-reporting. GM…","channel":"TikTok","period":"January 2026"},{"type":"benchmark","id":"benchmark:where-ctv-halo-lands","url":"/benchmarks/where-ctv-halo-lands","title":"Where CTV's Halo Lands Depends on Your Commerce Mix","excerpt":"CTV halo lands on Amazon, retail, or your DTC site, never on the platform dashboard. Where it lands depends on your commerce mix, and getting it wrong costs you the budget conversation.","channel":"CTV","period":"Apr 2025 - Mar 2026"},{"type":"benchmark","id":"benchmark:where-tiktok-revenue-lands","url":"/benchmarks/where-tiktok-revenue-lands","title":"The Cross-Channel Halo: 63.2% of TikTok's Revenue Lands Off-Platform","excerpt":"TikTok is driving revenue to Amazon and retail, but the platform dashboard can't see it. Multi-channel brands cutting TikTok when its ROAS reads weak vs Meta or Google watch their cross-channel result…","channel":"TikTok","period":"Jul 2025 - Jun 2026"},{"type":"event","id":"event:commerce-cup-2026","url":"/events/commerce-cup-2026","title":"The Commerce Cup: Monday Before Shoptalk","excerpt":"Join Prescient, Proxima, and AppLovin for an exclusive golf scramble gathering commerce industry leaders. Enjoy luxury transportation from The Strip, a 1 PM shotgun start, BBQ at the turn, and complim…","eventDate":"2026-03-23","location":"Las Vegas Paiute Golf Resort, Las Vegas, NV","thumb":"/images/events/commerce-cup-2026.png"},{"type":"event","id":"event:gmv-max-tiktok-halo-webinar","url":"/events/gmv-max-tiktok-halo-webinar","title":"GMV Max Benchmark: The TikTok Halo Lifting Amazon + DTC","excerpt":"Our latest benchmark + MMM data reveals TikTok's real contribution — especially the halo effects on Amazon, DTC, branded search, and direct traffic that click-based attribution misses entirely.","eventDate":"2026-02-05","location":"LinkedIn Live","thumb":"/images/events/gmv-max-benchmark.png"},{"type":"event","id":"event:per-retailer-measurement-webinar","url":"/events/per-retailer-measurement-webinar","title":"Your Marketing is Driving Retail Sales: How to Finally Measure Per Retailer","excerpt":"A no-fluff conversation on why blended retail metrics mislead media decisions, what per-retailer attribution unlocks for budget allocation, and how to apply a framework across your own retail mix.","eventDate":"2026-03-04","location":"LinkedIn Live","thumb":"/images/events/your-marketing-is-driving-retail-sales.png"},{"type":"event","id":"event:pinterest-measurement-webinar","url":"/events/pinterest-measurement-webinar","title":"Pinterest Is Worth 2.6x More Than Your Dashboard Says: Here's the Proof","excerpt":"Prescient's proprietary MMM data across $500MM+ in GMV reveals Pinterest delivers 2.6x more value than platform dashboards report — and most brands are under-investing as a result.","eventDate":"2026-02-19","location":"LinkedIn Live","thumb":"/images/events/pinterest-is-worth-2.6x-more.png"},{"type":"event","id":"event:prescient-hype10-dinner-march-19","url":"/events/prescient-hype10-dinner-march-19","title":"Prescient × HYPE10 Private Dinner","excerpt":"An intimate dinner bringing together commerce leaders, hosted by Prescient AI and HYPE10 in Midtown East.","eventDate":"2026-03-19","location":"New York, NY","thumb":null},{"type":"event","id":"event:retail-leaders-mixer-nrf-2026","url":"/events/retail-leaders-mixer-nrf-2026","title":"Retail Industry Leaders' Mixer","excerpt":"An after-hours mixer co-hosted by Cart.com and Prescient AI following day one of NRF, featuring cocktails, bites, and networking with retail executives.","eventDate":"2026-01-11","location":"Queensyard, Hudson Yards, New York, NY","thumb":null},{"type":"event","id":"event:shoptalk-2026","url":"/events/shoptalk-2026","title":"Shoptalk 2026","excerpt":"Meet the Prescient team at Shoptalk — the leading conference for retail and ecommerce innovation. Stop by Booth #4127 for a live demo of our marketing mix model.","eventDate":"2026-03-23","location":"Las Vegas, NV","thumb":null},{"type":"faq","id":"faq:are-there-any-hidden-fees","url":"/faq#are-there-any-hidden-fees","title":"Are there any hidden fees?","excerpt":"None. Your subscription includes onboarding, dedicated customer success, all 112 integrations, unlimited users, and daily-updating models. No per-seat charges, no extra costs.","category":"pricing-plans"},{"type":"faq","id":"faq:can-agencies-use-prescient-for-their-clients","url":"/faq#can-agencies-use-prescient-for-their-clients","title":"Can agencies use Prescient for their clients?","excerpt":"Yes. We have a dedicated partner program for agencies. Prescient handles onboarding, modeling, and customer success — so agencies can offer best-in-class measurement without the overhead.","category":"pricing-plans"},{"type":"faq","id":"faq:can-calibration-actually-make-my-model-less-accurate","url":"/faq#can-calibration-actually-make-my-model-less-accurate","title":"Can calibration actually make my model less accurate?","excerpt":"Yes, and this is exactly why Validation Layer exists. Prescient's research shows that incorporating external data can sometimes degrade model accuracy — especially if test data was compromised by exte…","category":"validation-trust"},{"type":"faq","id":"faq:can-i-drill-down-to-individual-campaigns","url":"/faq#can-i-drill-down-to-individual-campaigns","title":"Can I drill down to individual campaigns?","excerpt":"Yes for online models — you can drill all the way down to individual campaigns. For offline models, you can drill to the tactic level. Click tabs at the top of the table to switch views. Every level s…","category":"performance-reporting"},{"type":"faq","id":"faq:can-i-export-the-data","url":"/faq#can-i-export-the-data","title":"Can I export the data?","excerpt":"Yes. Hit \"Export Performance\" to download your data for presentations, board decks, or further analysis. You can also pull data directly from our API. Export the full table or just the date range and…","category":"performance-reporting"},{"type":"faq","id":"faq:can-i-run-multiple-scenarios-and-compare-them","url":"/faq#can-i-run-multiple-scenarios-and-compare-them","title":"Can I run multiple scenarios and compare them?","excerpt":"Yes. Create unlimited scenarios with different budget levels, timeframes, and campaign selections. Each scenario is named and saved so your team can review them together. You can compare any scenario…","category":"budget-optimization"},{"type":"faq","id":"faq:can-i-see-halo-effects-across-different-retailers","url":"/faq#can-i-see-halo-effects-across-different-retailers","title":"Can I see halo effects across different retailers?","excerpt":"Yes. Prescient AI maps halo effects across revenue destinations including Shopify, Amazon Selling Partner, and TikTok Shop. You can see exactly how much spillover revenue each channel generates on eac…","category":"halo-effects"},{"type":"faq","id":"faq:can-i-simulate-budget-changes-before-committing","url":"/faq#can-i-simulate-budget-changes-before-committing","title":"Can I simulate budget changes before committing?","excerpt":"Yes. Prescient's scenario planning lets you model different budget allocations and see the projected revenue outcome for each. You can test increasing Meta by 20%, shifting budget from Google to TikTo…","category":"scaling-saturation"},{"type":"faq","id":"faq:can-i-validate-the-model-against-incrementality-tests","url":"/faq#can-i-validate-the-model-against-incrementality-tests","title":"Can I validate the model against incrementality tests?","excerpt":"Yes. Prescient AI supports calibration with geo-lift tests, holdout tests, and platform-reported incrementality data. Our validation layer lets you compare model outputs against real experimental resu…","category":"media-mix-modeling"},{"type":"faq","id":"faq:do-i-need-a-data-science-team-to-use-validation-layer","url":"/faq#do-i-need-a-data-science-team-to-use-validation-layer","title":"Do I need a data science team to use Validation Layer?","excerpt":"No. Validation Layer is built for marketing leaders, not data scientists. You configure calibration sources, run comparisons, and see accuracy scores — all through the Prescient platform. Guardrails p…","category":"validation-trust"},{"type":"faq","id":"faq:do-i-need-a-data-team-to-use-prescient-ai","url":"/faq#do-i-need-a-data-team-to-use-prescient-ai","title":"Do I need a data team to use Prescient AI?","excerpt":"No. Most data flows through native integrations that connect directly to your ad platforms and analytics tools — no engineering tickets, no data warehouse required. For some data sources, we also allo…","category":"getting-started"},{"type":"faq","id":"faq:do-i-need-the-mmm-product-to-use-optimization","url":"/faq#do-i-need-the-mmm-product-to-use-optimization","title":"Do I need the MMM product to use optimization?","excerpt":"Yes — the optimization tool is powered by Prescient's media mix model. The MMM measures incremental impact and the optimization tool uses those measurements to forecast outcomes of different budget sc…","category":"budget-optimization"},{"type":"faq","id":"faq:does-optimization-work-at-the-campaign-level-or-channel-level","url":"/faq#does-optimization-work-at-the-campaign-level-or-channel-level","title":"Does optimization work at the campaign level or channel level?","excerpt":"Both. You can optimize at the channel level (e.g., shift budget from Meta to TikTok) or drill down to individual campaigns within a channel. You can also lock specific campaigns at their current spend…","category":"budget-optimization"},{"type":"faq","id":"faq:how-accurate-are-the-forecasts","url":"/faq#how-accurate-are-the-forecasts","title":"How accurate are the forecasts?","excerpt":"Forecast accuracy depends on the underlying MMM, which Prescient validates against incrementality tests and out-of-sample data. Brands using Prescient typically see 90%+ revenue prediction accuracy. T…","category":"budget-optimization"},{"type":"faq","id":"faq:how-do-halo-effects-change-my-budget-decisions","url":"/faq#how-do-halo-effects-change-my-budget-decisions","title":"How do halo effects change my budget decisions?","excerpt":"When you account for halo effects, channels that look mediocre on direct ROAS often become your highest-impact investments. Brands that optimize for total impact (direct + halo) typically uncover 40%+…","category":"halo-effects"},{"type":"faq","id":"faq:how-does-budget-optimization-work-in-prescient","url":"/faq#how-does-budget-optimization-work-in-prescient","title":"How does budget optimization work in Prescient?","excerpt":"You set the total budget, choose a forecasting timeframe (7, 14, 28 days or custom), and select which campaigns to include. Prescient's model — powered by your daily-updating MMM — simulates how diffe…","category":"budget-optimization"},{"type":"faq","id":"faq:how-does-prescient-help-brands-scale-ad-spend-confidently","url":"/faq#how-does-prescient-help-brands-scale-ad-spend-confidently","title":"How does Prescient help brands scale ad spend confidently?","excerpt":"Prescient AI uses a daily-updated media mix model with saturation curves and scenario forecasting to show you exactly where additional spend will drive profitable growth — and where it will hit dimini…","category":"scaling-saturation"},{"type":"faq","id":"faq:how-does-prescient-measure-halo-effects","url":"/faq#how-does-prescient-measure-halo-effects","title":"How does Prescient measure halo effects?","excerpt":"Prescient AI uses a mechanistic media mix model that decomposes each channel's revenue into base (direct) and halo (spillover) components. The model traces how spend on one channel lifts conversions a…","category":"halo-effects"},{"type":"faq","id":"faq:how-does-the-model-handle-channels-with-limited-data","url":"/faq#how-does-the-model-handle-channels-with-limited-data","title":"How does the model handle channels with limited data?","excerpt":"Our Bayesian hierarchical model uses priors informed by extensive brand benchmarks. This means even channels with limited spend history get reliable estimates — not just \"insufficient data\" warnings.…","category":"media-mix-modeling"},{"type":"faq","id":"faq:how-fast-does-it-pay-for-itself","url":"/faq#how-fast-does-it-pay-for-itself","title":"How fast does it pay for itself?","excerpt":"Most customers see the platform pay for itself within the first 2 months. The average ROAS improvement is +20% in 90 days — even a modest improvement in budget allocation covers the cost many times ov…","category":"pricing-plans"},{"type":"faq","id":"faq:how-is-this-different-from-just-increasing-spend-on-channels-with-good-roas","url":"/faq#how-is-this-different-from-just-increasing-spend-on-channels-with-good-roas","title":"How is this different from just increasing spend on channels with good ROAS?","excerpt":"Good ROAS today doesn't mean good ROAS at higher spend. Every channel has a saturation point where returns decline. Prescient shows you exactly where that inflection point is for each channel, so you…","category":"scaling-saturation"},{"type":"faq","id":"faq:how-is-this-different-from-traditional-mmm","url":"/faq#how-is-this-different-from-traditional-mmm","title":"How is this different from traditional MMM?","excerpt":"Traditional MMMs update quarterly, require a consulting team, and deliver results as static PowerPoint decks. Prescient AI updates daily, includes cross-channel halo effects, and gives you a live dash…","category":"media-mix-modeling"},{"type":"faq","id":"faq:how-is-this-different-from-using-in-platform-dashboards","url":"/faq#how-is-this-different-from-using-in-platform-dashboards","title":"How is this different from using in-platform dashboards?","excerpt":"In-platform dashboards show one channel at a time with self-attributed metrics. That means every platform takes credit for the same conversion — and you're comparing apples to oranges. Prescient puts…","category":"performance-reporting"},{"type":"faq","id":"faq:how-long-does-it-take-to-get-results","url":"/faq#how-long-does-it-take-to-get-results","title":"How long does it take to get results?","excerpt":"Most brands see their first actionable insights within 1–2 weeks of connecting data sources. Our models begin training immediately and update daily, so accuracy improves continuously from day one. No…","category":"getting-started"},{"type":"faq","id":"faq:how-much-does-prescient-ai-cost","url":"/faq#how-much-does-prescient-ai-cost","title":"How much does Prescient AI cost?","excerpt":"Pricing is based on your business size and the number of sales channels you operate. We offer SMB, Growth, and Enterprise tiers to determine your base platform fee. Book a demo and we'll walk through…","category":"pricing-plans"},{"type":"faq","id":"faq:how-often-does-the-dashboard-update","url":"/faq#how-often-does-the-dashboard-update","title":"How often does the dashboard update?","excerpt":"Daily. In-platform metrics refresh automatically from your connected ad accounts. MMM metrics recalculate with each daily model run. By the time you open Performance in the morning, yesterday's number…","category":"performance-reporting"},{"type":"faq","id":"faq:how-often-does-the-model-update","url":"/faq#how-often-does-the-model-update","title":"How often does the model update?","excerpt":"The model updates daily with your latest spend and performance data. This means your saturation curves, forecasts, and optimization recommendations always reflect current market conditions — not stale…","category":"getting-started"},{"type":"faq","id":"faq:how-often-should-i-re-run-optimization-scenarios","url":"/faq#how-often-should-i-re-run-optimization-scenarios","title":"How often should I re-run optimization scenarios?","excerpt":"Since the underlying model updates daily, your scenarios always reflect the latest data. Most teams run new scenarios weekly during active budget planning or whenever they're considering a significant…","category":"budget-optimization"},{"type":"faq","id":"faq:how-quickly-will-i-see-halo-effect-data","url":"/faq#how-quickly-will-i-see-halo-effect-data","title":"How quickly will I see halo effect data?","excerpt":"Halo effect data is available within 1–2 weeks of connecting your data sources. The model updates daily, so your halo measurements always reflect your most recent spend and performance — not outdated…","category":"halo-effects"},{"type":"faq","id":"faq:is-there-a-minimum-spend-to-get-started","url":"/faq#is-there-a-minimum-spend-to-get-started","title":"Is there a minimum spend to get started?","excerpt":"Prescient is built for brands spending $100K+ a month on advertising. If that sounds like you, the platform will more than pay for itself.","category":"pricing-plans"},{"type":"faq","id":"faq:what-ad-platforms-and-data-sources-do-you-integrate-with","url":"/faq#what-ad-platforms-and-data-sources-do-you-integrate-with","title":"What ad platforms and data sources do you integrate with?","excerpt":"Prescient AI integrates natively with Meta, Google, TikTok, Snapchat, Pinterest, Amazon, CTV/OTT platforms, Shopify, and more. We also connect to analytics tools like Google Analytics and revenue sour…","category":"getting-started"},{"type":"faq","id":"faq:what-are-halo-effects-in-marketing","url":"/faq#what-are-halo-effects-in-marketing","title":"What are halo effects in marketing?","excerpt":"Halo effects are the spillover revenue that one marketing channel generates on another. For example, a TikTok awareness campaign may drive branded search on Google, or a Streaming TV ad may lift Amazo…","category":"halo-effects"},{"type":"faq","id":"faq:what-are-saturation-curves-and-why-do-they-matter-for-scaling","url":"/faq#what-are-saturation-curves-and-why-do-they-matter-for-scaling","title":"What are saturation curves and why do they matter for scaling?","excerpt":"Saturation curves show the relationship between spend and return for each channel. As you increase spend, every channel eventually hits a point of diminishing returns — where each additional dollar ge…","category":"scaling-saturation"},{"type":"faq","id":"faq:what-data-does-the-performance-dashboard-show","url":"/faq#what-data-does-the-performance-dashboard-show","title":"What data does the Performance dashboard show?","excerpt":"Two types of metrics in a single table: in-platform numbers (impressions, clicks, CPM, channel ROAS) and MMM-derived numbers (paid revenue, new customers, CAC, paid ROAS). You see both what platforms…","category":"performance-reporting"},{"type":"faq","id":"faq:what-data-sources-can-i-use-to-calibrate-my-model","url":"/faq#what-data-sources-can-i-use-to-calibrate-my-model","title":"What data sources can I use to calibrate my model?","excerpt":"Validation Layer supports calibration with incrementality test results (geo-lift, holdout experiments), post-purchase survey data (KnoCommerce, Fairing, etc.), MTA platform outputs, and custom busines…","category":"validation-trust"},{"type":"faq","id":"faq:what-if-im-already-working-with-an-agency","url":"/faq#what-if-im-already-working-with-an-agency","title":"What if I'm already working with an agency?","excerpt":"Prescient works alongside your agency. Many brands use Prescient to validate agency recommendations, set shared KPIs grounded in MMM data, and give their agency teams the forecasting tools they need t…","category":"getting-started"},{"type":"faq","id":"faq:what-is-model-validation-in-marketing-mix-modeling","url":"/faq#what-is-model-validation-in-marketing-mix-modeling","title":"What is model validation in marketing mix modeling?","excerpt":"Model validation tests whether your MMM's predictions actually match real business outcomes. It includes backtesting against historical data, cross-validation across time periods, holdout testing on u…","category":"validation-trust"},{"type":"faq","id":"faq:whats-the-contract-structure","url":"/faq#whats-the-contract-structure","title":"What's the contract structure?","excerpt":"Annual contracts. Every subscription includes full platform access, dedicated customer success, all integrations, and onboarding from day one.","category":"pricing-plans"},{"type":"faq","id":"faq:whats-the-difference-between-calibration-and-validation","url":"/faq#whats-the-difference-between-calibration-and-validation","title":"What's the difference between calibration and validation?","excerpt":"Calibration adjusts your model's parameters using external data like incrementality tests or surveys to improve alignment with known performance. Validation tests whether those adjustments actually im…","category":"validation-trust"},{"type":"faq","id":"faq:which-channels-typically-produce-the-most-halo-effects","url":"/faq#which-channels-typically-produce-the-most-halo-effects","title":"Which channels typically produce the most halo effects?","excerpt":"Upper-funnel channels like Streaming TV, Meta awareness campaigns, and TikTok typically generate the highest halo effects. They drive branded search, direct traffic, and cross-retailer conversions tha…","category":"halo-effects"},{"type":"faq","id":"faq:why-cant-i-just-trust-my-mmm-vendors-default-model","url":"/faq#why-cant-i-just-trust-my-mmm-vendors-default-model","title":"Why can't I just trust my MMM vendor's default model?","excerpt":"Every model makes assumptions about your business — how channels interact, how fast effects decay, how seasonality works. Those assumptions may not capture your unique dynamics. Without testing them a…","category":"media-mix-modeling"},{"type":"research","id":"research:budget-reallocation-under-uncertainty-bayesian-approach","url":"/research/budget-reallocation-under-uncertainty-bayesian-approach","title":"Budget Reallocation Under Uncertainty: A Bayesian Approach to Robust Media Planning","excerpt":"Optimal media budget allocation requires quantifying not just expected returns but the full uncertainty distribution around those returns. We develop a Bayesian decision framework for media planning t…"},{"type":"research","id":"research:channel-interaction-effects-omnichannel-media-mix","url":"/research/channel-interaction-effects-omnichannel-media-mix","title":"Channel Interaction Effects in Omnichannel Media Mix: When Channels Multiply Rather Than Add","excerpt":"Additive media mix models assume channel effects are independent and separable. We demonstrate that this assumption fails systematically for omnichannel brands: channel interactions account for 18–34%…"},{"type":"research","id":"research:cross-channel-attribution-failure-modes","url":"/research/cross-channel-attribution-failure-modes","title":"Why Attribution Fails: A Taxonomy of Cross-Channel Measurement Errors","excerpt":"Attribution model failures are not random — they follow predictable patterns rooted in specific structural assumptions that misalign with real marketing system behavior. We identify and characterize s…"},{"type":"research","id":"research:halo-effects-ctv-attribution-dtc-brands","url":"/research/halo-effects-ctv-attribution-dtc-brands","title":"Halo Effects and CTV Attribution: Measuring Cross-Channel Lift in DTC Brands","excerpt":"Connected TV advertising drives measurable lift in direct-to-consumer channels that traditional last-click attribution systematically misses. Using a panel of 47 omnichannel brands running CTV campaig…"},{"type":"research","id":"research:media-saturation-curves-ecommerce-2025","url":"/research/media-saturation-curves-ecommerce-2025","title":"Media Saturation Curves in Ecommerce: When More Spend Stops Producing More Revenue","excerpt":"Every media channel has a saturation point — a spend level beyond which incremental returns decline sharply. Yet most brands discover their saturation points reactively, through wasted spend rather th…"},{"type":"research","id":"research:omen-identifiability-inductive-bias-and-mechanistic-modeling-in-marketing-mix-models","url":"/research/omen-identifiability-inductive-bias-and-mechanistic-modeling-in-marketing-mix-models","title":"OMEN: Identifiability, Inductive Bias, and Mechanistic Modeling in Marketing Mix Models","excerpt":"Marketing Mix Modeling (MMM) is widely used to guide large-scale marketing investment decisions, yet practitioners routinely observe instability, implausible elasticities, and contradictory budget rec…"},{"type":"research","id":"research:retail-media-network-measurement-incrementality","url":"/research/retail-media-network-measurement-incrementality","title":"Retail Media Network Measurement: True Incrementality vs. Audience Overlap","excerpt":"Retail media networks report strong ROAS figures, but a significant fraction of measured sales would have occurred without the ad exposure. We conducted geo-holdout experiments across 22 brands runnin…"},{"type":"research","id":"research:underspending-challenging-saturation-assumptions-in-marketing-mix-modeling","url":"/research/underspending-challenging-saturation-assumptions-in-marketing-mix-modeling","title":"Are You Underspending? Challenging Saturation Assumptions in Marketing Mix Modeling","excerpt":"Marketing Mix Modeling (MMM) is widely used to determine how much to spend on each marketing channel, yet nearly every major open-source framework, including Google's Meridian, Meta's Robyn, and PyMC-…"},{"type":"legal","id":"legal:gdpr-commitments-statement","url":"/legal/gdpr-commitments-statement","title":"GDPR Commitments Statement","excerpt":""},{"type":"legal","id":"legal:privacy-policy","url":"/legal/privacy-policy","title":"Privacy Policy","excerpt":""},{"type":"legal","id":"legal:terms-of-service","url":"/legal/terms-of-service","title":"Terms & Conditions","excerpt":""}],"popularPages":[{"url":"/","title":"Prescient AI","category":"Home"},{"url":"/pricing","title":"Pricing","category":"Company"},{"url":"/book-a-demo","title":"Book a demo","category":"Company"},{"url":"/developers","title":"Prescient AI Developer Portal","category":"Resources"},{"url":"/platform/media-mix-model","title":"Media Mix Model","category":"Platform"},{"url":"/case-studies","title":"Case studies","category":"Resources"},{"url":"/integrations","title":"Integrations","category":"Resources"}],"recentPosts":[{"url":"/blog/confidence-intervals-and-significance-guide","title":"What marketers need to know about confidence intervals and statistical significance","thumb":"/images/blog/confidence-intervals-and-significance-guide.avif","publishedAt":"2026-10-14","category":"Marketing Measurement"},{"url":"/blog/matchback-analysis-guide","title":"What matchback analysis measures, what it misses, and how to fill the gaps","thumb":"/images/blog/matchback-analysis-guide.avif","publishedAt":"2026-10-13","category":"Marketing Measurement"},{"url":"/blog/funnel-strategy-for-digital-marketing","title":"Funnel strategy for digital marketing: How to build one where every stage earns its budget","thumb":"/images/blog/funnel-strategy-for-digital-marketing.avif","publishedAt":"2026-10-12","category":"Strategy"},{"url":"/blog/can-mmm-measure-influencer-marketing","title":"Can MMM measure influencer marketing?","thumb":"/images/blog/can-mmm-measure-influencer-marketing.avif","publishedAt":"2026-10-12","category":"Marketing Measurement"},{"url":"/blog/how-to-improve-direct-mail-response-rates","title":"How to improve direct mail response rates (& count the responses you're missing)","thumb":"/images/blog/how-to-improve-direct-mail-response-rates.avif","publishedAt":"2026-10-09","category":"Strategy"},{"url":"/blog/what-is-eddm","title":"What is EDDM? Every Door Direct Mail explained","thumb":"/images/blog/what-is-eddm.avif","publishedAt":"2026-10-08","category":"Strategy"}]}