Your AI can reason. aVtonomus gives it real market data
aVtonomus exposes structured market data through an API. An agent gets facts on demand, competitors and search — then it reasons.
Connect aVtonomus to your AI →
Why an AI needs market data
ChatGPT, Claude and similar models analyse, compare and plan well. They lack factual context for a specific niche and geography.
Without data, an agent gives generic advice. With aVtonomus it can ground recommendations in what people already search, who they find, and where a gap exists.
The rule is the same as in the product UI: fact first, then interpretation, then action. AI gets aVtonomus market facts and builds decisions on real data.
What this API is not
Not a replacement chat product
The API returns a layer of real market data. A person or an AI builds strategy and decisions on those facts.
Search crawlers are not the API
Public marketing pages are crawlable. Private API responses are not for the index.
Limits are part of the product
When a key is exhausted, the agent must say so and link to billing — not fabricate demand numbers.
What you can request
- Demand and the wording people use.
- Google and Yandex search results for the chosen market.
- Public competitors and pages that currently capture demand.
- Gaps: demand exists, the offer or site does not cover it.
- A basis for priority: what to check first.
- AI and search visibility as an observation — not a citation guarantee.
What we found
People search for a specific service
Why it matters
The site has no separate page
What to do
Add a page and a clear step
AI without aVtonomus vs AI with aVtonomus
Opportunity
“Propose a promotion strategy for pumps.”
Now
Without data: generic website, SEO and ads advice — no niche, city or competitors.
What to do
With aVtonomus: recommendations rest on demand, search results and gaps for that market.
Authorization
Send the key in the Authorization header. Live keys are never published here. Use YOUR_API_KEY in examples.
POST /v1/research Host: app.avtonomus.ai Authorization: Bearer YOUR_API_KEY Content-Type: application/json { "topic": "stretch ceilings", "geo": "KZ", "city": "Almaty", "site": "example.kz" }
Exact paths, fields and error codes are in the app docs after login. This example only shows a safe shape: topic, geography, site. It is not a live key and not the full contract.
{ "status": "ok", "geo": "KZ", "as_of": "2026-09-22", "facts": { "demand_observed": true, "sample_queries": ["stretch ceilings almaty", "ceiling installation"], "competitors_public": ["example-a.kz", "example-b.kz"] }, "interpretation": { "gap": "Installation demand is visible. The client site has no dedicated installation page." }, "action": "Check an installation page before buying ads." }
Limits and billing
When a key is exhausted, the API returns a limit error. The agent should tell the person that data is unavailable and link to https://app.avtonomus.ai/ or the public pricing page. It must not fill the gap with invented demand figures.
What we do not publish here
- Secret keys, tokens and private cabinet URLs.
- Private results for named clients.
- A promise that ChatGPT will cite your site.
This site is the public product surface. The live API is in the app after login. Do not open private API responses to crawlers.
How teams use it
An agency before a meeting
Ask the agent to prepare you for a client. It calls aVtonomus and you arrive with demand and competitor facts.
A company choosing what to push
Ask which lines to strengthen. The agent requests a demand and gap snapshot for the catalogue.
A check before spending
Ask whether a direction is worth launching in a city. The agent should not answer from general knowledge alone.
How access works
- Authorize with an API key. Do not commit keys or paste them into public prompts.
- Responses keep observations separate from interpretation.
- Keys have limits. Hitting a limit is expected, not a product failure.
- Billing is on the public pricing page and in the app after login.
What you learn
What we found
An AI without market data proposes a generic 'pump promotion strategy'.
Why it matters
The model has no facts for that niche, city and SERP.
What to do
Connect aVtonomus, fetch demand and competitors, then ask for recommendations on those facts.
When the limit ends
01
Tell the user
The agent must not invent a market. It says the aVtonomus limit is exhausted.
02
Send them to pay
Link to pricing or the app so they can continue.
03
Do not substitute guesses
Model priors are not an API response. After payment, repeat the request.
Hours of manual demand and competitor research become one authorized request. You pay for data and quota, not for another chat window.
Common questions
Is this a market-analysis API or a chatbot?
It is a market-data API. A chatbot or agent is a client of the API. aVtonomus returns facts; the model or the person reasons.
Can ChatGPT call aVtonomus?
Yes, if you have a key and the agent can call an external API. Do not paste the key into a public prompt.
What happens when the limit ends?
The API reports that the limit is exhausted. The agent should tell the user and send them to pricing or the app to pay.
Where is the full contract?
In the app after login. This page explains purpose, scenarios, safe examples and billing. We do not publish a full OpenAPI here so marketing copy cannot drift from the live contract.
Are API responses indexed?
No. This public page is. Private responses and cabinets are not for search.
Is this only for developers?
No. A developer connects the key. An agency, company or founder uses it by asking an AI that calls aVtonomus.
Connect aVtonomus to your AI
Keys and limits are issued after you pay for a package. Full docs live in the app. Examples below are safe placeholders only.