AION India Event Intelligence
Structured event intelligence for Indian financial markets.
Formerly aion-news-to-signal.
AION India Event Intelligence is a developer API that converts raw Indian financial headlines into structured, auditable event intelligence. It answers: what happened, which sectors are affected, how stakeholders are impacted, and which macro factors are in play. It does not tell you what to trade. It provides the evidence layer you use to make your own decisions.
Install
pip install aion-news-to-signal
API Key Setup
export AION_API_KEY=""
Canonical Imports
from aion_news_to_signal import analyze
Legacy compatibility alias:
from aion import analyze
This alias remains supported and routes through the managed AION API.
API Contract
Production usage flows through the managed AION API:
POST https://api.aiondashboard.site/v1/analyze
header:
X-API-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": {
"resolved_event_id": "string|null",
"cause_effect_rule_id": "string|null",
"weather_triggered": "bool"
}
}
Canonical key note:
sector_vector is the full scored sector impact map
there is no sector_impacts key in the public output contract
Before / After
Headline:
Unseasonal rainfall and hailstorm hit apple orchards in Himachal Pradesh in April
Typical sentiment output:
negative
AION India Event Intelligence 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 India Event Intelligence Does
resolves Indian financial headlines into structured event categories
produces sector-level impact output instead of raw polarity
decomposes event context into stakeholder and macro-factor views
returns structured evidence for dashboards, agents, and internal tooling
supports auditable downstream reasoning without collapsing into execution language
Why Not FinBERT?
Most open-source financial sentiment tools, including FinBERT variants, stop at polarity scoring.
CapabilityAION India Event IntelligenceFinBERT
Indian market event logicYesNo
Sector-level outputYes, 32 sectorsNo
Trade direction signalsYesNo
Weather/crop propagationYesNo
Stakeholder decompositionYesNo
VIX-adjusted outputYesNo
“Which sectors to long/short from news” workflowYesNo
FinBERT tells you whether a headline feels positive or negative.
AION India Event Intelligence 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
Current Limits
production usage is quota-controlled at the API layer
weather and crop coverage still depends on explicit cues in the headline
the primitive sector matrix is partly heuristic
the cause-effect classifier improves reasoning, but it does not eliminate ambiguity in sparse headlines
pricing and latency tiers above are current commercial positioning and may evolve
this repository does not contain model weights. The PyPI package provides client tooling only. Production inference requires the hosted API.