Language bank

Two tiers now: observed language from real clients, prospects, and founder peers on recorded calls (citable, usable), and the original AI-generated hypothesis bank (test-only, never presented as customer quotes). The planned r/DTC and X verbatim mining remains open; these call verbatims are the first real corroboration. directional

Observed in real calls (2026)#

Money anxiety and accountability:

• "That's what I told you about... burning cash" and "the numbers don't add up to be a profitable business" (client, 2026-02-13-client-ashfaaq). First real-world corroboration of a hypothesis phrase: "burning cash" graduates to observed.
• "Agencies that go, yeah, it's going to be 25 grand to start, and we're going to A/B test it for 60 to 90 days... they're just throwing darts" and "everyone under the sun was claiming that they brought the sale to the table" (prospect CEO, 2026-03-24-sales-ruzel). Agency distrust in the buyer's own words.
• "Start feeding the animal knowing that it is [working]" (same prospect, used three times): their metaphor for confident scaling; mirrors our "pilot light" concept from the buyer's side.

Brand-owner tension with performance creative:

• "Don't you think that they make our brand look cheap?... it looks a little bit plastic" (VIBAe founder, 2026-07-01-client-vibae-monthly). The polish-versus-performance objection, verbatim; the standing rebuttal lives in the creative system.

AI overwhelm (emergent theme worth testing as an angle):

• "It just transitioned from me making custom GPTs to agentic AI in the space of two weeks... I don't know where to begin with this" and "it could be a house of cards at any moment if it's not managed correctly" (founder peer, 2026-03-31-peer-manny).
• "People are still just using it like a search engine... I struggle to talk to people who are on it" (same call): founders feel behind and alone on AI.

Hope and stakes under pressure:

• "We're just one campaign away" and "every step just has to be as close to perfect as possible" (client founder, 2026-07-03-client-luke).
• "We need to get speed... it has to be easy to prove" (prospect CEO, 2026-04-21 Finnish energy-device discovery call).

Hypothesis bank (from AI research, test-only)#

Pain: "ad account volatility", "burning cash" (now observed, above), "vanity metrics", "creative fatigue", "hit a ceiling", "hired gun mentality". Desire: "profitable, predictable growth", "owner-operator mindset", "scale profitably", "creative testing framework", "retention infrastructure", "owner-led". Register words: predictable, profitable, owner, scale, infrastructure, system.

Graduation rule unchanged: a phrase is trusted once real prospects use it back unprompted; cite the source file when it happens.

Related: primary ICP, objections, hook bank, open gaps.