The codebase-grounded intelligence layer for API integrations.
Your customers stall in integration, and stalled integrations are deferred revenue. inaigai reads your actual code — not your docs — and enriches every API response with grounded truth that gets them live. For the developer integrating today, and the agent integrating tomorrow.
HTTP 422 { "error": "validation_failed", "field": "currency" }
{
"issue": "currency not ISO-4217",
"got": "Dollars",
"fix": "USD",
"source": "billing/validators.rb:42",
"confidence": 0.94
}
A signed merchant is not a live merchant.
Merchants sign, then stall in integration
Every week before go-live is a week of deferred revenue — and the first 90 days drive most early churn.
Your engineers firefight the same issues every week
Support and engineering time that should go to the roadmap goes to answering the same questions instead.
The developer integrating with your API is flying blind
Cryptic errors, no effort estimate, no signal the setup is right until it isn't.
A signed merchant who hasn't gone live is a cost, not a customer.
From a cryptic error to a shipped integration.
The same failing API call — without inaigai, then with it.
currency: expected ISO-4217 → send "USD"validators.rb:42 · sandbox-verifiedYour API’s integration intelligence layer.
The codebase-grounded layer that runs beside your API and helps every integration succeed.
Codebase-grounded, agentic intelligence
It reads your actual source and your sandbox logs — not your docs. Docs are what you meant; code is what you shipped. inaigai answers from the code.
A non-intrusive middleware layer
It lives in the sandbox, never in your production transaction path. Additive by design — your API contract is untouched, and if inaigai is ever down, calls route straight through.
Live assistance on every payload
A developer reads the enrichment today; an agent calls it tomorrow. Same grounded truth, rendered for whoever is integrating.
Built for the consumer the market is racing toward
An agent integrating against an API it doesn't truly understand is confidently wrong at scale. It needs grounded truth more than a human does, not less.
The currency field was rejected. You sent "Dollars", but the validator requires an ISO-4217 code — send "USD". This is the root cause; the two downstream errors resolve once it's fixed.
You're creating charges one at a time. For more than five items, /charges/batch cuts the round-trips — based on the journeys that actually succeed in your sandbox.
A corrected payload is ready — currency changed from "Dollars" to "USD", sandbox-verified to pass. Never applied for you: auto_apply: false.
"_ai": { "schema": "rfc7807+ext", "issues": [ // reactive — what is wrong { "class": "validation_error", "root_cause": "field_format_invalid", "field": "currency", "expected": "ISO-4217", "received": "Dollars", "is_root": true, "confidence": 0.94, "source_refs": ["billing/validators.rb:42"] } ], "optimizations": [ // proactive — what could be better { "type": "endpoint", "suggestion": "use /charges/batch for >5 items", "evidence": "observed_journeys", "confidence": 0.81 } ], "suggested_request": { // materialised, never auto-applied "changes": [ { "field": "currency", "from": "Dollars", "to": "USD", "reason": "ISO-4217 required", "tier": "correction" } ], "sandbox_verified": true, "auto_apply": false }, "journey": { "name": "subscription_create", "step": 3 }, "confidence": 0.92 }
Verbatim in, verbatim out — plus grounded truth.
● Verbatim
The response body, status, and headers come back untouched. Enrichment is additive, in a namespaced _ai key.
● Non-intrusive
inaigai never mutates the call. It observes, grounds, and enriches — it does not interfere.
● Failsafe
If inaigai is unavailable, calls route straight to your API. The block is silently absent; nothing breaks.
We're taking on three design partners.
A dedicated deployment. Codebase-grounded enrichment across your sandbox integration path. Direct access to the founder.
In exchange for read-only code access, a weekly 30 minutes, and permission to publish the results if they're good.
You'll hear from Karthik — usually within a day, always from a real person.
Email hello@inaigai.com and I'll pick it up.
What inaigai is — and what it is not
- A codebase-grounded truth layer for your API's integration path
- Sandbox-only, single-tenant, read-only
- Additive — your API contract is never touched
- Built for two consumers: a developer today, an agent tomorrow