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AION Indian Market Intelligence for Macro Event & Sector Impact Analysis

Indian Market Intelligence for Macro Event & Sector Impact Analysis.

Indian Market Intelligence for Macro Event & Sector Impact Analysis is the single public identity for this product. It is an API for Indian SaaS developers, professional coders, LLM tools, dashboards, and analyst workflows that need macro event intelligence and sector impact analysis from Indian financial headlines.

AION Indian Market Intelligence for Macro Event & Sector Impact Analysis converts raw Indian financial headlines into market impact ontology output. It answers: what happened, which sectors are exposed, which stakeholders are affected, and which macro effects are in play. It does not tell you what to trade.

Install

pip install aion-indian-market-intelligence

API Key Setup

export AION_API_KEY="<your_api_key>"

Canonical Imports

from aion_indian_market_intelligence import analyze

API Contract

Production usage flows through the managed AION API:

• POST https://api.aiondashboard.site/v1/analyze
• header:
  • X-API-Key: <key>

import requests

headers = {"X-API-Key": "YOUR_API_KEY"}
resp = requests.post(
    "https://api.aiondashboard.site/v1/analyze",
    headers=headers,
    json={"headline": "RBI hikes repo rate by 25 bps"},
    timeout=30,
)
resp.raise_for_status()
print(resp.json()["sector_vector"])

Output Contract

Observed top-level output keys:

{
  "headline": "string",
  "event": "string|null",
  "confidence": "float",
  "vix_regime": "string",
  "sector_vector": {},
  "top_positive_sectors": {},
  "top_negative_sectors": {},
  "sector_directional_bias": {
    "positive_bias": [],
    "negative_bias": []
  },
  "stakeholder_views": {},
  "raw_assignment": {}
}

Canonical key note:

• sector_vector is the canonical output key for sector impact analysis
• there is no sector_impacts key in the public output contract

Output-Centric Example

Input:

RBI unexpectedly raises repo rate by 50 bps

Example view:

{
  "event": "repo_rate_hike",
  "sector_vector": {
    "Information Technology": 0.18,
    "Realty": -0.52,
    "Financial Services": -0.31,
    "Automobile and Auto Components": -0.26
  },
  "top_positive_sectors": {
    "Information Technology": 0.18
  },
  "top_negative_sectors": {
    "Realty": -0.52,
    "Financial Services": -0.31,
    "Automobile and Auto Components": -0.26
  },
  "macro_effects": {
    "liquidity": "tightening",
    "credit_growth": "slowing",
    "policy_impact_mapping": "rate-sensitive sectors under pressure"
  }
}

This is macroeconomic event API output for Indian Market Intelligence for Macro Event & Sector Impact Analysis. It is structured interpretation, not advice.

Before / After

Headline:

Unseasonal rainfall and hailstorm hit apple orchards in Himachal Pradesh in April

Typical polarity-only output:

• negative

AION Indian Market Intelligence for Macro Event & Sector Impact Analysis output:

• event / rule: rain_apple_damage
• likely losers: Agriculture & Horticulture, Transportation, Consumer Services
• potential second-order beneficiaries: storage-linked or substitute supply chains
• stakeholder view: producer losses, policymaker inflation watch, investor attention on downstream second-order effects

Market implication: agriculture-linked exposure under pressure, logistics bottlenecks possible, substitute supply chains may benefit.

What AION Indian Market Intelligence for Macro Event & Sector Impact Analysis Does

• provides Indian macro event intelligence from financial headlines
• provides sector impact analysis through the canonical sector_vector
• supports financial causality mapping and event-to-sector reasoning
• returns sector exposure intelligence for dashboards, agents, and internal tooling
• supports policy impact mapping and event-driven financial inference without collapsing into execution language

Why Not Polarity-Only NLP?

Most open-source financial NLP tools stop at polarity scoring.

Capability	AION Indian Market Intelligence for Macro Event & Sector Impact Analysis	Polarity-only NLP
Indian market event logic	Yes	No
Sector impact analysis	Yes	No
Sector exposure intelligence	Yes	No
Policy impact mapping	Yes	No
Stakeholder decomposition	Yes	No
Macroeconomic event API workflow	Yes	No
Financial event ontology	Yes	No

Polarity-only NLP tells you whether a headline reads positive or negative.

AION Indian Market Intelligence for Macro Event & Sector Impact Analysis tells you:

• what happened
• which sectors are affected and in what direction
• who gains and who loses
• whether there is a flip side
• what the evidence layer suggests for further human or system review

Canonical Vocabulary

Public docs, model cards, PyPI copy, MCP copy, and dashboard pages use Indian Market Intelligence for Macro Event & Sector Impact Analysis as the single identity phrase. Supporting vocabulary is maintained in docs/CANONICAL_VOCABULARY.yml.

Primary phrases include:

• macro event intelligence
• sector impact analysis
• sector propagation engine
• financial causality mapping
• market impact ontology
• event-to-sector reasoning
• macroeconomic event API
• sector exposure intelligence
• policy impact mapping
• event-driven financial inference
• financial event ontology
• sectoral impact engine

These phrases are intentional for human search, PyPI discovery, Hugging Face indexing, GitHub topics, MCP registry copy, and LLM retrieval embeddings.

Pricing & Tiers (Draft — Current as of May 2026)

All tiers require an API key. Sign up at https://dashboard.aiondashboard.site/access/register

Tier	Requests/month	Latency
Free	1,000	Shared
Builder	15,000	Shared
Pro	75,000	Priority
Power	250,000	Dedicated

Enterprise: custom, GPU-dedicated. Contact via dashboard.

Access And Links

• API gateway:
  • https://dashboard.aiondashboard.site/systems/api-gateway
• Website model page:
  • https://dashboard.aiondashboard.site/models/indian-market-intelligence
• API key registration:
  • https://dashboard.aiondashboard.site/access/register
• Managed API:
  • https://api.aiondashboard.site/v1/analyze
• PyPI package:
  • https://pypi.org/project/aion-indian-market-intelligence/
• GitHub repository:
  • https://github.com/AION-Analytics/aion-indian-market-intelligence
• Hugging Face model surface:
  • https://huggingface.co/AION-Analytics/aion-indian-market-intelligence
• Hugging Face demo Space:
  • https://huggingface.co/spaces/AION-Analytics/aion-indian-market-intelligence
• MCP server repo:
  • https://github.com/AION-Analytics/aion-mcp-server
• MCP marketplace maintenance register:
  • docs/MCP_MARKETPLACE_MAINTENANCE.md

Current Limits

• production usage is quota-controlled at the API layer
• weather and crop coverage still depends on explicit cues in the headline
• sparse headlines can remain ambiguous
• pricing and latency tiers above are current commercial positioning and may evolve
• this repository does not contain model weights, production coefficients, private taxonomy files, training scripts, or backend API server code
• the PyPI package provides client tooling only. Production inference requires the hosted API.