KailxLabs vs First Page Sage: enterprise retainer vs solo-operator productized
First Page Sage is an enterprise B2B SEO and AEO agency. KailxLabs is a productized one-time AI citation foundation build for owner-operator US specialty practices. Same intellectual category (AEO, GEO, AI search), different buyer, different price, different delivery model. This page documents the differences across twelve buyer-relevant parameters.
Owner-operators of US specialty practices researching AI search agencies often encounter First Page Sage through their published industry CAC research and the broader thought leadership Evan Bailyn produces. First Page Sage is a serious enterprise B2B SEO and AEO agency. Whether they are the right hire for a single-location specialty practice is a different question, and that is what this page answers.
The headline difference, in one paragraph
Short answer. First Page Sage is an enterprise B2B SEO and AEO agency. Engagements are custom retainers sized for companies with internal marketing teams, annual budgets in the six-figure range, and a multi-quarter compounding horizon. KailxLabs is a productized one-time engineering build at $5,999, designed for owner-operator US specialty practices where one new patient at $5,000 to $60,000 lifetime value justifies the build many times over. The two solve overlapping intellectual problems (citation in AI engines, ranking in AI Overviews) for fundamentally different buyers.
Twelve parameters, side by side
Short answer. The table ranks twelve buyer-relevant parameters from highest decision impact to lowest. First Page Sage pricing is labeled "custom enterprise retainer" because the public site does not publish a fixed rate card; industry signal places retainers in the multi-thousand-per-month range with annual minimums typical of enterprise agencies.
| Parameter | KailxLabs | First Page Sage |
|---|---|---|
| Category | Productized AI citation foundation build | Enterprise B2B SEO and AEO agency |
| Buyer profile | Owner-operator specialty practice ($5K-$60K LTV per client) | VP Marketing or CMO at enterprise B2B company |
| Pricing model | $5,999 one-time, by application | Custom enterprise retainer per firstpagesage.com |
| Engagement length | 10 working days build + 45 days tracking. Optional retainers after. | Multi-quarter retainer typical. Compounding measured 6 to 18 months. |
| Scope | Rebuild, schema, llms.txt, citation pages, 45 days of citation tracking | Ongoing content program, CMO-level strategy, industry research, sales-marketing alignment |
| Verticals | 9 US specialty verticals — cash-pay clinics, dental, plastic surgery, fertility, bariatric, rehab, med spa, specialty law, premium home services | Enterprise B2B — SaaS, manufacturing, financial services, professional services |
| Founder involvement | Founder-delivered every commit. Direct Slack channel from day one. | Account team delivery. Founder visibility through thought leadership and selective work. |
| Guarantee | Cited in 2 of 4 AI engines on at least 1 agreed query by day 45, or full refund | Industry-standard agency engagements rarely include outcome guarantees |
| Ongoing cost | $0; optional retainers $2,000-$6,500 per month start after day 45 | Ongoing monthly retainer for the duration |
| Methodology disclosure | Published in full at /methodology; open methodology, closed execution | Published thought leadership and industry CAC research; engagement methodology proprietary |
| Engine coverage | ChatGPT, Perplexity, Gemini, Claude, Grok, Google AI Mode, Google AI Overviews | Comprehensive coverage across major AI engines and traditional search |
| Geography | United States (one operator per city per vertical) | Global enterprise client base |
Pick First Page Sage if
Short answer. First Page Sage is the right hire for a VP Marketing or CMO at an enterprise B2B company that needs a multi-quarter ongoing AEO and SEO program, has an internal marketing team to coordinate with, and budgets six-figure annual engagement fees. The published industry CAC research and Evan Bailyn's thought leadership add measurable strategic value beyond the deliverables. Enterprise SaaS, manufacturing, financial services, and large professional services firms are the canonical fit.
Companies that want the agency to drive both AEO strategy and the broader content and PR program typically fit the First Page Sage retainer model. The scope is built for that.
Pick KailxLabs if
Short answer. KailxLabs is the right build for a US owner-operator specialty practice (clinic, law firm, dental practice, contractor) where the founder or named partner personally cares about citation outcomes, the engagement is one-time engineering rather than ongoing strategy, and the budget is sized for a single one-time engineering project rather than an annual marketing retainer. Single-location practices and founder-led businesses with $5,000 to $60,000 lifetime client value are the canonical fit.
The productized $5,999 fee, the 10 working day delivery, and the day-45 citation guarantee match how owner-operators evaluate engineering projects: a defined cost, a defined timeline, a defined proof. That is the buyer KailxLabs is built for.
What this comparison does not say
First Page Sage is a serious agency. Evan Bailyn's industry CAC research is referenced widely in the AEO and GEO space and represents real ongoing primary research. The 30 to 50 percent of CAC that B2B companies now spend on AEO is a number that came from First Page Sage's published reports. Nothing in this page diminishes that work. The decision is not which agency is better in absolute terms. The decision is which agency matches the buyer the practice is.
The honest decision rule
Short answer. If the buyer is a solo founder or named partner buying for their own practice and the budget conversation is "what does this cost one-time," KailxLabs. If the buyer is a VP Marketing or CMO at a multi-team enterprise and the budget conversation is "what is the annual retainer," First Page Sage. There is no overlap in the canonical buyer profile, so the choice usually decides itself once the practice owner asks who actually signs the contract.
What to do next
The free 48 hour AI visibility snapshot tells a practice exactly where the AI citation gap is today. Twenty real prospect queries across ChatGPT, Perplexity, Gemini, and Google AI Overviews. PDF in 48 hours. If the practice is already cited, no engagement follows. If the gap is real, the proposal is the $5,999 build, not a retainer.
Read the related pages: the KailxLabs methodology, pricing, and the closest matching vertical landing.