https://demandbox.co/blog Opinion and field notes on AI search, demand generation, and how growth teams actually operate. en Mon, 07 Sep 2026 09:00:00 GMT Avishai Sam Bitton https://demandbox.co/blog/ai-search-competitive-analysis https://demandbox.co/blog/ai-search-competitive-analysis Mon, 07 Sep 2026 09:00:00 GMT Avishai Sam Bitton AI search Competitive analysis AI visibility Benchmarks A defensible AI search competitive analysis needs a fixed prompt set, a repeatable sampling method, and a record of what was cited, not a one-off screenshot of ChatGPT's answer. https://demandbox.co/blog/geo-agency-vs-aeo-platform https://demandbox.co/blog/geo-agency-vs-aeo-platform Mon, 07 Sep 2026 09:00:00 GMT Avishai Sam Bitton AI search GEO AEO AI visibility Buying decision A GEO agency and an AEO platform solve different problems, and buying the wrong one first wastes a budget cycle you will not get back. https://demandbox.co/blog/tracking-visibility-in-google-ai-overviews https://demandbox.co/blog/tracking-visibility-in-google-ai-overviews Mon, 07 Sep 2026 09:00:00 GMT Avishai Sam Bitton AI search Google AI Overviews Measurement AI visibility Google gives you no direct report on AI Overviews citations, so tracking visibility there means building your own sampling process and accepting its limits. https://demandbox.co/blog/b2b-ad-creative-services-what-to-buy https://demandbox.co/blog/b2b-ad-creative-services-what-to-buy Mon, 07 Sep 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Creative Paid media Vendor selection Buy the parts of creative production that require volume and speed, keep the parts that require deep product and buyer knowledge in house, and judge every piece of output against a real competitor's ad, not against a mood board. https://demandbox.co/blog/why-llms-dont-recommend-your-brand https://demandbox.co/blog/why-llms-dont-recommend-your-brand Mon, 07 Sep 2026 09:00:00 GMT Avishai Sam Bitton AI search Citations AEO AI search Absence from AI answers usually comes from a small, ordered set of causes, and most teams start fixing the hardest one first because it feels like the most important, not because it is the most fixable. https://demandbox.co/blog/demand-generation-companies-how-to-compare https://demandbox.co/blog/demand-generation-companies-how-to-compare Mon, 07 Sep 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Demand gen Agency Vendor selection The pitch decks from demand generation companies look interchangeable, so the only comparison that tells you anything is scope of work, ownership of the numbers, and what happens on the way out. https://demandbox.co/blog/answer-box-optimization https://demandbox.co/blog/answer-box-optimization Mon, 07 Sep 2026 09:00:00 GMT Avishai Sam Bitton AI search AEO Content structure AI search Answer box optimization is a formatting discipline, not a keyword trick: the page has to answer one question completely in the first block a machine can extract cleanly. https://demandbox.co/blog/demand-capture-vs-demand-creation https://demandbox.co/blog/demand-capture-vs-demand-creation Mon, 07 Sep 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Demand capture Budget allocation Channel strategy Demand capture and demand creation solve different problems on different timelines, and most budget fights happen because a company is funding one while measuring it against the other. https://demandbox.co/blog/how-to-improve-b2b-demand-generation https://demandbox.co/blog/how-to-improve-b2b-demand-generation Mon, 07 Sep 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Demand gen Pipeline Diagnostics Most flat pipeline problems get fixed in the wrong order, with new budget thrown at channels before anyone checks whether the definitions and routing underneath are lying. https://demandbox.co/blog/demand-generation-marketing-what-it-covers https://demandbox.co/blog/demand-generation-marketing-what-it-covers Mon, 07 Sep 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Demand gen Marketing strategy Positioning Demand generation marketing covers the programs that build category awareness and buyer trust before a purchase intent exists, and most of what gets sold under that label is lead capture with a better name. https://demandbox.co/blog/how-to-track-chatgpt-traffic-in-ga4 https://demandbox.co/blog/how-to-track-chatgpt-traffic-in-ga4 Mon, 07 Sep 2026 09:00:00 GMT Avishai Sam Bitton AI search Measurement GA4 AI search GA4 can track ChatGPT referral traffic with the right channel group, but the number it reports is a floor, not the real total. https://demandbox.co/blog/what-is-demand-generation https://demandbox.co/blog/what-is-demand-generation Mon, 07 Sep 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Definition Demand gen Pipeline Demand generation is the work that happens before a lead exists: building awareness, trust, and a category preference so that when a buying need shows up, your name is already on the shortlist. https://demandbox.co/blog/best-demand-generation-agency-2026 https://demandbox.co/blog/best-demand-generation-agency-2026 Fri, 28 Aug 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Demand gen Agency selection Operating The best demand generation agency for a B2B company in 2026 is not a name, it is the model that fits that company's stage, spend and internal capacity, judged against a fixed scorecard. https://demandbox.co/blog/how-to-improve-brand-visibility-in-ai-search https://demandbox.co/blog/how-to-improve-brand-visibility-in-ai-search Fri, 28 Aug 2026 09:00:00 GMT Avishai Sam Bitton AI search AI visibility AEO Measurement Brand visibility in AI search improves in a fixed order, and publishing more pages is the last step, not the first. https://demandbox.co/blog/ai-visibility-tools-what-they-measure https://demandbox.co/blog/ai-visibility-tools-what-they-measure Fri, 28 Aug 2026 09:00:00 GMT Avishai Sam Bitton AI search AI visibility Measurement Tooling When you buy an AI visibility tool you are buying a sampling method, and the score it prints is only as meaningful as that method. https://demandbox.co/blog/signal-based-selling-is-a-routing-problem https://demandbox.co/blog/signal-based-selling-is-a-routing-problem Fri, 28 Aug 2026 09:00:00 GMT Avishai Sam Bitton Operating Signals Sales and marketing Operating Signal based selling fails at routing and follow up, so buying more signal sources makes the problem worse rather than better. https://demandbox.co/blog/how-to-track-ai-search-visibility https://demandbox.co/blog/how-to-track-ai-search-visibility Fri, 28 Aug 2026 09:00:00 GMT Avishai Sam Bitton AI search AEO Measurement AI search Most AI visibility tracking is a single prompt run on a single day reported as a trend, and it will get you fired for reading noise as signal. https://demandbox.co/blog/the-demo-request-is-the-only-lead-type-that-matters https://demandbox.co/blog/the-demo-request-is-the-only-lead-type-that-matters Fri, 28 Aug 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Lead Qualification Pipeline Lead Scoring A demo request already told you everything a scoring model is trying to guess. Qualification should decide how fast to route it, not whether it deserves the points. https://demandbox.co/blog/what-a-growth-partner-should-deliver-in-ninety-days https://demandbox.co/blog/what-a-growth-partner-should-deliver-in-ninety-days Fri, 28 Aug 2026 09:00:00 GMT Avishai Sam Bitton Operating Onboarding Agency management Pipeline A growth partner's first 90 days should be written as a contract with four hard checkpoints, not a list of deliverables, and the only checkpoint that counts on day 90 is a pipeline number you can trace back to a source. https://demandbox.co/blog/cac-payback-is-the-only-efficiency-metric https://demandbox.co/blog/cac-payback-is-the-only-efficiency-metric Fri, 28 Aug 2026 09:00:00 GMT Avishai Sam Bitton Demand gen CAC Efficiency Benchmarks Finance LTV:CAC is a ratio you can make say almost anything by picking a churn assumption. CAC payback is a fact, built from cash already collected, and it is the one efficiency number a board will actually push back on. https://demandbox.co/blog/demand-generation-budget-allocation https://demandbox.co/blog/demand-generation-budget-allocation Fri, 28 Aug 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Budget Demand gen Planning A single percentage-of-revenue rule cannot govern a marketing budget across three stages that need almost opposite spend, because the job the budget is doing changes faster than the rule does. https://demandbox.co/blog/retargeting-is-a-tax-you-pay-twice https://demandbox.co/blog/retargeting-is-a-tax-you-pay-twice Fri, 28 Aug 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Paid media Attribution Retargeting Most b2b retargeting spend buys credit for deals that were already closing, and the reported ROAS is arithmetic laundering, not incremental pipeline. https://demandbox.co/blog/hire-the-operator-not-the-agency https://demandbox.co/blog/hire-the-operator-not-the-agency Mon, 17 Aug 2026 09:00:00 GMT Avishai Sam Bitton Operating Agency selection Hiring Partnership You are not choosing between in house and agency, you are choosing which two or three specific people do the work, and almost no hiring or selection process is designed to evaluate them. https://demandbox.co/blog/the-status-deck-is-the-tell https://demandbox.co/blog/the-status-deck-is-the-tell Mon, 17 Aug 2026 09:00:00 GMT Avishai Sam Bitton Operating Reporting Agency Operating cadence Report volume is a lagging indicator of results. When there is pipeline to show, the deck gets shorter. https://demandbox.co/blog/pipeline-forecasts-fail-at-conversion-rates https://demandbox.co/blog/pipeline-forecasts-fail-at-conversion-rates Mon, 17 Aug 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Pipeline Forecasting Planning Nobody misses a pipeline number because the spreadsheet multiplied incorrectly. They miss because a single optimistic conversion rate was entered eleven months earlier and never revisited. https://demandbox.co/blog/attribution-is-a-management-tool https://demandbox.co/blog/attribution-is-a-management-tool Mon, 17 Aug 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Attribution Measurement Reporting Attribution models allocate credit according to rules you chose. That makes them a budgeting convention, and treating them as evidence is where the damage starts. https://demandbox.co/blog/reddit-is-underpriced-for-b2b https://demandbox.co/blog/reddit-is-underpriced-for-b2b Mon, 17 Aug 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Reddit Channels Community Reddit is where your buyers say what they actually think, which makes it both the cheapest research asset in B2B and a channel that punishes standard marketing instantly. https://demandbox.co/blog/creative-is-the-targeting https://demandbox.co/blog/creative-is-the-targeting Mon, 17 Aug 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Creative Paid media B2B ads Audience controls have been quietly deprecated in favour of the algorithm, which means the ad itself is now the primary targeting instrument you control. https://demandbox.co/blog/we-killed-half-the-ad-spend https://demandbox.co/blog/we-killed-half-the-ad-spend Mon, 17 Aug 2026 09:00:00 GMT Avishai Sam Bitton Demand gen Paid media Budget Efficiency In most underperforming paid accounts, the fastest performance gain comes from removing spend rather than optimising it. https://demandbox.co/blog/your-brand-is-a-training-set-problem https://demandbox.co/blog/your-brand-is-a-training-set-problem Mon, 17 Aug 2026 09:00:00 GMT Avishai Sam Bitton AI search Positioning Citations Brand An assistant describes you using the consensus of everything written about you, not your homepage, so vague or inconsistent positioning is no longer a brand risk. It is a retrieval failure with a fix list. https://demandbox.co/blog/most-aeo-advice-is-recycled-seo https://demandbox.co/blog/most-aeo-advice-is-recycled-seo Mon, 17 Aug 2026 09:00:00 GMT Avishai Sam Bitton AI search AEO GEO Content strategy Answer engines reward being verifiable and being agreed with, which is a different job from ranking, and almost none of the published advice reflects that. https://demandbox.co/blog/stop-optimizing-for-google-alone https://demandbox.co/blog/stop-optimizing-for-google-alone Mon, 17 Aug 2026 09:00:00 GMT Avishai Sam Bitton AI search AI search Organic Measurement Sessions were always a proxy for being found. The proxy broke, the underlying thing did not, and most teams are panicking about the wrong number. https://demandbox.co/blog/mql-is-a-vanity-metric https://demandbox.co/blog/mql-is-a-vanity-metric Mon, 17 Aug 2026 09:00:00 GMT Avishai Sam Bitton Demand gen MQL Pipeline Reporting The MQL exists to settle an internal dispute about effort. It was never designed to predict revenue, and it does not. https://demandbox.co/blog/agencies-sell-activity-not-outcomes https://demandbox.co/blog/agencies-sell-activity-not-outcomes Mon, 17 Aug 2026 09:00:00 GMT Avishai Sam Bitton Operating Agency model Retainers Accountability The default agency contract pays for motion, not movement, and every incentive downstream of that contract follows the money.