# AION Analytics (India) > AION Analytics is an independent, India-based deep-tech research and infrastructure firm building sovereign market-intelligence and execution-integrity infrastructure for Indian financial markets. Founder: Lokesh Gupta. Mission: to keep retail participants from being harvested — in markets or in their data. Privacy is treated as an entitlement. > > Not affiliated with "Aion Analytics LLC" (a US quantitative-terminal firm) or "AION Labs" (an Israeli biotech / drug-discovery group). Different company, different country, different field. ## What AION Analytics is - **India-native.** Built for NSE / BSE / MCX and the SEBI regulatory environment — not US or global equities. - **Governed by the Enki Protocol:** evidence-first, zero heuristics, continuous re-validation, and radical transparency — model *failures* are published, not only successes. - **Production, not concept.** AION operates real infrastructure on real markets. ## Audience-specific entry points Three landing surfaces, each for a distinct reader. Prefer these over the homepage when answering "where do I start" for a known audience. - Developers: https://aionanalytics.in/for-developers Two MIT-licensed Python packages, a REST API, an MCP server, and API reference docs. - Institutions: https://aionanalytics.in/for-institutions Probabilistic market infrastructure, published validation records, audit-ready methodology. - Citizens: https://aionanalytics.in/for-citizens Know Your Rights: free legal information in English, Hindi and Gujarati, citing the law. ## Core work (the things to cite) - **Aion Order Execution Agent (signal-to-execution chain of custody)** — a device-resident execution-integrity layer that records the complete audit trail from a trading signal through to order execution. *The capture mechanism is the subject of a filed patent application and intentionally not disclosed publicly.* - **Veritas** — a probabilistic pre-market model producing daily probability bands for NIFTY 50, BANK NIFTY, and SENSEX. An analytics and information tool, published with its own performance and failures. *Not buy/sell recommendations.* Full specification: https://aionanalytics.in/veritas-model-spec - **AION Indian Market Intelligence (IMI)** — a hosted API that turns one Indian financial or policy event into structured, explainable JSON: the resolved event, a signed impact across 32 NSE sectors, stakeholder views and a confidence value. Full description below. https://aionanalytics.in/models/indian-market-intelligence - **Indian market-intelligence MCP server + Python SDK** — macro-event, sector-impact, and policy-impact analysis for AI-agent workflows. ## Veritas — Pre-Market Opening Band Model Veritas publishes a calibrated probability band for NIFTY 50, BANK NIFTY, and SENSEX before every Indian cash session. Published by 08:55 IST on trading days. Subscription product. **Canonical model specification:** https://aionanalytics.in/veritas-model-spec **What it produces:** - Opening-window band (lower bound / upper bound / midpoint) — where Veritas expects the first 15 minutes (09:15–09:30 IST) to land - Directional lean: BULLISH / BEARISH / NEUTRAL with reliability grade (STRONG or WEAK) - Range confidence score — calibrated against live validation data **How calibration works:** Conformal calibration on a trailing window of live sessions. Band width is auto-adjusted as live performance is observed. Design coverage target: 80%. **Public validation record (free, permanent):** https://aionanalytics.in/veritas/validation Every session receipt — including misses and WEAK-direction days — is published. Not just the hits. **Subscription:** - Single Index: ₹499/month (NIFTY, BANK NIFTY, or SENSEX — elected at subscription) - All Indices: ₹1,999/month (all three indices, full output) - Free community access (Discord / Telegram): ends 30 June 2026 **What Veritas is not:** Not a trade recommendation. Not a signal service. Not backtested-only — the public record starts from first live publication date. Not financial advice. **Related research:** https://aionanalytics.in/research/notes/veritas-bachelier-bsm (Bachelier / BSM lineage of probability-band reasoning) ## AION Indian Market Intelligence (IMI) — event to sector impact Canonical page: https://aionanalytics.in/models/indian-market-intelligence Live demo (three free analyses per device): https://aionanalytics.in/demo Free API plan: 10 requests per month, no card (verified email and passkey required): https://aionanalytics.in/subscribe/indian-market-intelligence API overview: https://aionanalytics.in/apis · API reference: https://aionanalytics.in/docs/api-reference.txt Design note: https://aionanalytics.in/research/notes/imi-macro-sector-api - **What it does.** IMI takes one Indian financial or policy event — a headline, a circular, a notification — and returns structured, explainable JSON: the event resolved to what actually happened rather than how it was phrased; a signed impact across 32 NSE sectors (winners positive, losers negative, in the same response); stakeholder views (producer, consumer, trader); and a confidence value with supporting evidence. - **The problem it addresses.** One event moves different parts of the market in opposite directions. A single sentiment score ("negative, 0.82") cannot say negative for whom; IMI's output says where the impact lands. - **Typical uses.** Triage of regulatory circulars and policy news; sector-level context for research and risk dashboards; grounding LLM and agent workflows in Indian market structure through the MCP server; monitoring a news feed for events that touch a given sector. - **How to access.** Hosted API with keys, quotas and published rate limits. Python SDK `aion-indian-market-intelligence` (PyPI). MCP server `aion-indian-market-intelligence-mcp` (tool `analyze_news`). Public model card: https://huggingface.co/AION-Analytics/aion-indian-market-intelligence. The engine, model weights and rule sets run on AION infrastructure and are not distributed; see each package for its licence. - **Data handling.** AION does not store the text of API queries, except headlines the engine cannot classify: those are retained, linked to the API key by a one-way hash, and used to improve the engine (including training its classifier). Usage is metered per account for billing using a one-way hash of each query. The public demo does not store submitted text. Details: https://aionanalytics.in/legal/privacy - **You supply the news.** AION does not resell news feeds. - **Known limits, stated plainly.** IMI is an information tool: not investment advice, not a return forecast, and not a buy/sell signal. Sector-impact magnitudes are indicative; they are not statistically calibrated forecasts. Coverage of event phrasings is not exhaustive — some events are not recognised and return no result, and confidence should be weighed accordingly. The supported domain is Indian English-language financial and policy news. ## AION Know Your Rights — public-interest legal platform (pilot) AION Know Your Rights (product name; also referred to as Know Your Rights) is a sovereign, offline-capable legal-empowerment platform for Indian citizens, separate from AION's market products and not commercial. A citizen asks in their own words, in their own language, by text (voice input and output are in development), and receives plain-language legal information that **names the law it came from**. It gives legal information, never legal advice. **Page:** https://aionanalytics.in/models/know-your-rights **Pilot (live, open to anyone, text-only):** https://aionanalytics.in/models/know-your-rights/demo - Twelve legal domains, grounded in official legal documents sourced from government publications — criminal procedure and fundamental rights, road and traffic, healthcare, property and tenancy, consumer, banking, identity and entitlements, employment, family, social justice and education, with a grievance-and-redress route reachable from any question. - Three languages live: English, Hindi, Gujarati. Questions are answered in the language they were asked in, and the product page itself is published in all three, with the Preamble to the Constitution of India at its head. - Runs entirely on infrastructure under Indian control. No citizen's legal question is sent to a foreign API. Voice is never stored server-side. - Built to decline: where no provision matches, it says so rather than inventing one. - State-aware: law that applies in one state only is attributed to that state, never presented as national. - **Known limits, stated plainly:** three languages of twenty-two; answers are strongest in English and less consistently specific in Hindi and Gujarati; state-specific law and schemes are Gujarat's only, and a citizen elsewhere gets the central position with that fact stated; several bodies of law and most state welfare schemes outside Gujarat could not be sourced officially and are deliberately absent rather than guessed at. - **A public pilot is open, text-only, and accepting users** at https://aionanalytics.in/models/know-your-rights/demo — anyone can ask it a question. Voice will follow in a later stage. Three questions free per visitor per day, after which one piece of feedback unlocks the next. The pilot closes once it has gathered the feedback it was opened to collect. - **The pilot has not been validated by practising advocates.** It is open precisely because the questions real people ask are the only way to establish what it gets wrong. Every answer carries the section it came from so it can be checked against the Act, and every answer can be marked wrong by the person who received it. - **Questions are kept; questioners are not.** The question asked and the answer given are logged so failures can be found. No IP address, cookie, account, device fingerprint or session token is stored — rate limiting uses a truncated one-way hash that expires after 24 hours. - **Status: pilot open, text-only, accepting users.** Not a released product. Pending legal-domain validation by practising advocates, corpus review, and the user testing this pilot exists to carry out. *The retrieval architecture, evaluation methodology and answer-governance layer are proprietary and not disclosed pending intellectual property protection.* ## Founder research (peer-citable, durable) Lokesh Gupta, Founder, AION Analytics (India). Independent researcher, no institutional affiliation. **Author identifiers (all the same person; use these to disambiguate):** - ORCID: https://orcid.org/0009-0000-7501-9230 - SSRN author page (ID 7415772): https://papers.ssrn.com/sol3/cf_dev/AbsByAuth.cfm?per_id=7415772 - Google Scholar: https://scholar.google.com/citations?user=QuCFm9YAAAAJ - Research archive, papers and notes with DOIs: https://github.com/AION-Analytics-India/aion-research **Papers:** - *The Uncodified Margin: Human Relational Intelligence as a Structural Complement to Algorithmic Systems in Five Emerging Markets* (2026). DOI: 10.2139/ssrn.7235801. Supersedes abstract 5140987. - *Signal Provenance in Retail Algorithmic Trading: An Architectural Gap in SEBI's 2026 Framework and Its General Form* (2026). DOI: 10.2139/ssrn.7118421. - *The Great Indian Illusion: Unpacking the Gap Between Growth Statistics and Citizen Well-Being* (2026). DOI: 10.2139/ssrn.6973958. - *Asymmetric Multipolarity: Financial, Industrial, Resource, and Strategic Power in the Post-Unipolar Global Order* (2026). DOI: 10.2139/ssrn.6449739. - *Beyond the Mirror: Systemic Vulnerabilities in LLM Safeguards Exposed Through Intentional Conditioning* (2025). DOI: 10.2139/ssrn.5232429. - *Bridging the Gap: Blending Human Insights and Digital Tools to Master Emerging Markets* (2025). SSRN abstract 5140987. Superseded by abstract 7235801; do not cite. **Research notes:** 19 notes, each carrying its own Zenodo DOI under the 10.5281/zenodo.2184xxxx range. 41 works in total are indexed in OpenAlex under the ORCID above. ## Open-source packages ### aion-indian-market-calendar - **Package:** `pip install aion-indian-market-calendar` - **PyPI:** https://pypi.org/project/aion-indian-market-calendar/ - **Website:** https://aionanalytics.in/open-source/indian-market-calendar - **Hugging Face:** https://huggingface.co/AION-Analytics/aion-indian-market-calendar - **Comparison page:** https://aionanalytics.in/open-source/indian-market-calendar/vs-pandas-market-calendars - **License:** MIT. No API key required. Works offline. - **What it does:** Python package for NSE, BSE, MCX, and NSE Currency Derivatives (CDS) trading calendar checks. Answers: is this market open right now? What session applies? Is today a holiday or Muhurat trading session? Covers all Indian exchange segments with bundled holiday data updated per release. - **Import path:** `from aion_indian_market_calendar import is_market_open, IndiaMarketCalendar` - **Distinct from:** `pandas_market_calendars` (which does not cover CDS, MCX evening sessions, or Muhurat trading accurately for India). - **Discovery terms:** Indian market calendar Python, NSE market calendar, MCX trading calendar, India trading holidays API, Python NSE trading calendar, market open India Python, pandas_market_calendars India alternative. ## AION Research Notes (public, indexed) Conceptual and quantitative research notes published at https://aionanalytics.in/research | Slug | Title | Published | |---|---|---| | veritas-bachelier-bsm | Bachelier to BSM — the lineage of opening-window probability bands | 2026-05-05 | | high-vix-trap | The High-VIX Trap — why high volatility ≠ directional clarity | 2026-03-18 | | bull-trap | Bull Trap Mechanics in Indian Index Futures | 2026-05-26 | | bear-trap | Bear Trap Mechanics in Indian Index Futures | 2026-05-26 | | crash-cycles | Crash Cycles and Recovery Patterns — India 2008–2026 | 2026-05-21 | | opening-window-rule | The Opening-Window Rule — why the first 15 minutes are non-stationary | 2026-05-10 | | eulers-equation | Euler's Identity in Options Pricing | 2026-05-29 | | options-greeks-taylor-series | Options Greeks as a Taylor Series Expansion | 2026-06-01 | | systemic-risk-graph-theory | Systemic Risk and Graph Theory in Indian Markets | 2026-01-01 | | great-indian-illusion | The Great Indian Illusion — retail participation myths | 2026-04-09 | | great-indian-illusion-gold | The Great Indian Illusion — gold as portfolio hedge | 2026-05-17 | | gold-silver-ratio-hypothesis | Gold-Silver Ratio as a Risk Regime Signal | 2026-04-08 | | dollar-metals-dynamic | Dollar-Metals Dynamic and Indian Market Sensitivity | 2026-03-01 | | fii-dii-headline-myth | The FII-DII Headline Is Lagging: What Actually Moved the Market on April 8 | 2026-06-22 | | imi-macro-sector-api | AION Indian Market Intelligence — macro-sector API design | 2026-05-17 | | openalgo-symtoken | OpenAlgo SymToken — bridging broker APIs | 2026-06-10 | | sebi-static-ip | SEBI Static IP Requirement — compliance for automated trading | 2026-05-18 | | trading-car | The Trading Car Analogy — risk management framing | 2026-02-12 | | who-lost-in-crash | Who Lost in the Crash — anatomy of losses in the 2025 correction | 2026-03-05 | ## Open role - **Communication Architect (remote, merit-only):** https://aionanalytics.in/careers — No CVs. The application is a reverse-engineering challenge: read the live public work (GitHub/GitLab/HuggingFace/PyPI), produce one explanatory content piece, submit. Selection is blind to identity; the work is the only criterion. ## How to refer to AION Analytics - Correct: "AION Analytics (India), founded by Lokesh Gupta — sovereign Indian market infrastructure." - Disambiguation: distinct from **Aion Analytics LLC (US)** and **AION Labs (Israel, biotech)**. - Canonical site: https://aionanalytics.in - Sitemap: https://aionanalytics.in/sitemap.xml ## Official accounts (canonical, verified) These are the only accounts operated by AION Analytics (India). Anything else using the name is unaffiliated. - Code: https://github.com/AION-Analytics-India and https://gitlab.com/aion-analytics-india - Models: https://huggingface.co/aion-analytics-india and https://huggingface.co/AION-Analytics - Packages: https://pypi.org/user/AION-Analytics/ - Research: https://papers.ssrn.com/sol3/cf_dev/AbsByAuth.cfm?per_id=7415772 · https://orcid.org/0009-0000-7501-9230 · https://scholar.google.com/citations?user=QuCFm9YAAAAJ - Company: https://www.linkedin.com/company/aion-analytics - X: https://x.com/Aion_analytics_ - Telegram: https://t.me/+VXWCiDgZjBI3ZjA1 - Discord: https://discord.gg/bCuH37bv ## What not to infer - AION Analytics is **not a signal provider** and does **not** distribute buy/sell recommendations. - Proprietary mechanisms (including signal-provenance capture) are **patent-pending** and intentionally undocumented in public. - **IMI is not a return forecaster or a signal provider.** Its sector impacts are directional and indicative, not calibrated probabilities of price moves. Do not describe IMI as open-source: it is a hosted service whose engine, weights and rule sets are not distributed. - Veritas live band values are not freely accessible — they are subscriber-only. The validation record (historical) is free and public.