Provisional patent applications IN202621118523 (filed 4 October 2026) and IN202621119269 (filed 6 October 2026). The method is not published.
AION Indian Market Intelligence
One financial event in. Structured, explainable sector and stakeholder impact out.
The problem
A single headline does not move the market in one direction. It moves different parts of it in opposite directions at once.
"Government raises import duty on edible oils" is bad for FMCG margins and good for domestic
oilseed processors. Ask a conventional sentiment API and it returns something like
negative, 0.82. Negative for whom? That number is not merely imprecise, it
is the wrong shape of answer: it collapses a redistribution into a mood.
Impact has to land somewhere. Any tool that cannot say where is not analysing the event, it is reacting to the vocabulary in the sentence.
How it solves it
IMI takes one event, a headline, a circular, a notification, and returns where the impact actually lands, as structured JSON you can act on programmatically.
- The event, resolved to what actually happened rather than how it was phrased.
- Sector impact across NSE sectors as a signed vector: winners positive, losers negative, in the same response.
- Stakeholder views, because a producer, a consumer and a trader experience the same event from different sides of the trade.
- A confidence band and the supporting evidence, so you can tell a well-grounded answer from a weak one and decide how much weight it deserves.
It is built for Indian market structure specifically, rather than translated from a model trained on another country's economy. When the engine is unsure it says so instead of guessing, and when an event falls outside what it can resolve it declines rather than inventing an answer.
How to use it
You supply the news. We do not resell feeds. We do not store the text of your queries, except headlines the engine cannot classify: those are retained, linked to your API key by a one-way hash, and used to improve the engine, including by training its classifier. Usage is metered per account for billing using a one-way hash of each query. See the Privacy Policy.
- Try it
- Three free analyses per browser every 7 days (at most 30 a week across everyone on one network) on the public demo, or ten if you enrol a passkey. Paste any Indian financial headline. The limit is kept on our server against keyed hashes of your browser's device pass and your IP address, deleted after 7 days. A passkey is checked on your own device: nothing biometric is sent to us, and we keep only its credential identifier, public key and signature counter. See the privacy policy.
- API
- REST endpoint with a free tier: 10 requests per month, no card (verified email and passkey required). Paid plans from ₹999 a month. See APIs.
- Agents
- An MCP server is available so assistants can call the model directly.
Getting a good result
- Send the article body as well as the headline where you have it. Headlines are frequently ambiguous and the body is usually what resolves them.
- Treat the confidence band as part of the answer, not decoration.
- It interprets events. It does not tell you what to trade, and it returns no execution signals of any kind.
What you receive
Send one headline, and optionally the article text, to POST https://api.aionanalytics.in/v1/analyze with your key in the X-API-Key header.
curl -X POST "https://api.aionanalytics.in/v1/analyze" \
-H "Content-Type: application/json" \
-H "X-API-Key: $AION_API_KEY" \
-d '{"headline": "RBI hikes repo rate by 25 bps"}'
The response (abbreviated: a real response lists all 32 sectors in sector_vector, with 0.0 where there is no modelled impact, and fills each stakeholder view):
{
"headline": "RBI hikes repo rate by 25 bps",
"confidence": 0.4623,
"macro_signal": -0.495,
"vix_regime": "normal",
"sector_vector": {
"Banks": -0.5693,
"Financial Services": -0.5693,
"NBFC": -0.5693,
"Automobile and Auto Components": -0.5693,
"Realty": -0.6188,
"FMCG": -0.4455,
"IT": 0.3465,
"...": 0.0
},
"top_positive_sectors": { "IT": 0.3465 },
"top_negative_sectors": {
"Realty": -0.6188,
"Financial Services": -0.5693,
"Banks": -0.5693
},
"stakeholder_views": {
"producer_view": { "winners": [ ... ], "losers": [ ... ] },
"trader_intermediary_view": { ... },
"investor_view": { ... },
"government_fiscal_view": { ... },
"international_trade_view": { ... }
},
"cultural_context": {
"detected": false,
"explanation": "no known cultural/sovereign event detected"
}
}
Reading this response
| Field | Meaning |
|---|---|
| confidence | How confidently the headline was understood, from 0 to 1. Low means ambiguous or outside what the model covers; sending the article text in body often helps. |
| macro_signal | Signed overall macro direction of the event. |
| sector_vector | Signed impact on each of 32 sectors: negative is adverse, positive favourable, 0.0 no modelled impact. Here a rate hike weighs on Realty, Banks and NBFCs while IT gains. |
| top_positive_sectors, top_negative_sectors | The most favourably and most adversely affected sectors. |
| stakeholder_views | Five readings of the same event: producer, trader/intermediary, investor, government/fiscal and international trade. Entries carry the sector, an impact value and, where relevant, a lag in days and a short rationale. |
| cultural_context | Whether a known cultural or sovereign context applies, with a plain explanation. |
The API never returns buy or sell signals, internal rule identifiers or model internals. Sector impacts are indicative, not calibrated forecasts. Ignore any field you do not recognise.
Errors
| Status | When |
|---|---|
| 401 | No API key, or the key is not valid: {"detail": "Missing API key"} |
| 403 | Subscription not active, access expired, key for a different model, or verification incomplete. The X-AION-Error-Code header says which. |
| 422 | Malformed request, for example no headline. The response lists the field. |
| 429 | Daily or billing-period quota used up. |
Full reference: API reference.
What this is not
Informational and educational only. Not investment advice, not a recommendation to buy or sell, and not a SEBI-registered Research Analyst or Investment Adviser product. AION is an infrastructure provider: we publish information and leave the decision entirely with you.
We publish what a system does and what it produces. We do not publish how it is built. Research partners and institutional collaborators can request a technical briefing under confidentiality: [email protected]