OpenAI
One language-model read of your own copy, turned into voice claims that each have to quote your text or be dropped — and, before any money is spent, a second opinion on whether a candidate business is really you.
The facts a reader needs
| What it unlocks | The fallback door for four of the five model calls — the voice read, the confirm-step adjudicator, the quality review and the confirm-step suggestions — on a deployment that holds no Gateway key. The fifth, the AI-visibility grid, needs the Gateway and is parked in the alpha. |
| When it is called | Gateway-routed voice, legacy quality review and confirm-step calls prefer the AI Gateway; OpenAI is their fallback when AI_GATEWAY_API_KEY is absent and OPENAI_API_KEY is present. Client-review AI fixes separately require OPENAI_API_KEY and explicit owner action, with token preflight and one durable attempt per request, regardless of gateway configuration. |
| Cost basis | $0.002 per pull for voice (gpt-5-mini: $0.25/1M in, $2.00/1M out) · $0.033–0.049 per pull for the quality review (gpt-5, measured over three live runs 2026-08-18). Client-review suggestions have a separate $0.05 conditional per-call ceiling and recorded token-usage estimates; billed USD stays unknown. |
| Environment | OPENAI_API_KEY |
| Bring your own key | Yes. |
The brand adjudicator on the confirm step (POST /api/brand-check), which runs before a pull is charged and may only demote a match, never promote one — and the quality review, which reads every settled section back against its own evidence and may only flag. Owner-triggered client-review AI fixes use direct Responses with one retained item and client message; suggestions never apply automatically.
Endpoints we call
| Endpoint | Why we call it |
|---|---|
POST v1/chat/completions | Every model call in the product, when the Gateway key is absent. Strict JSON schema, token-capped. |
Checks it powers
Context.dev
An independent read of the brand's rendered accent and type usage, chosen logo, social accounts, and industry so the report can disclose where two separate captures agree or conflict.
SerpApi
Google's AI Mode answer for your city, the ads your competitors are running, and what people say about you on YouTube — with the transcript to prove it.