IP-SAKTI Sahayak a multilingual, RAG-based (source-cited) AI assistant for Intellectual Property and regulatory guidance in Ayurveda, across national and international regimes.
Ministry of Ayush · Toys & Games · Software
A substantial, well-specified problem with a fully public corpus hiding under a Toys and Games label, and the formulation classification flow is what will distinguish you — build that and the citation grounding first, and let the international layer and multilingual delivery come only if time allows.
Data: Corpus assembled from open, authoritative public sources; representative examples: Traditional Knowledge Digital Library (TKDL) — tkdl.res.in ; statutes and rules via India Code — indiacode.nic.in ; IP India public databases covering patents/InPASS, trade marks, designs and the GI Registry — ipindia.gov.in
What it actually is
An Ayurvedic startup that wants to protect and sell a formulation has to work out at once whether it counts as a classical medicine or a new drug, which of half a dozen intellectual property regimes applies, what benefit-sharing duties it owes for the plants it uses, and how all of that changes abroad. Almost nobody can navigate that, so genuine innovations go unprotected while traditional knowledge gets taken elsewhere. The ask is an assistant that answers these questions in plain language, in Indian languages, always citing the exact law it relied on.
What to build
A retrieval-grounded assistant over a version-tracked corpus of Indian statutes and rules, international treaties, pharmacopoeial standards, registry records and case law, whose first move is a clarifying flow classifying the product into one of the categories the statement names — classical or generic medicine, patent or proprietary medicine, new or non-classical drug, phytopharmaceutical, Ayurveda-Aahar or cosmetic — because that classification determines both the regulatory path and the IP posture, then routing across the applicable regimes with an explicit jurisdiction toggle keeping the Indian and international answer sets visibly separate, an access-and-benefit-sharing helper and a TKDL prior-art pointer, mandatory citation of the specific statute, rule or treaty article behind every claim with a confidence indicator, safe abstention when out of scope, multilingual delivery, and a standing information-not-legal-advice disclaimer with escalation to a human facilitator.
Smallest thing that wins the room
Ask whether a classical churna from a First Schedule text can be patented, and get an answer that first classifies the formulation, then explains the Section 3(p) bar with the statute cited and the TKDL defensive route named, and finally shows how the international answer differs when the jurisdiction is switched.
How crowded this one gets
A guess, projected from the 2025 statements — the last year where both the submission counts and the winners were published.
Quieter than 78% of the 226 · #51 of 226 by expected field
Few teams are likely to go here. The best odds on the board come from statements like this.
Why: central ministry statements sat below the average.
This is a guess, not a fact
Nobody has published 2026’s numbers yet. This is an analysed estimate from last year’s pattern, so please do not take it as the truth — check the live counter on the SIH portal before you decide anything. The range covers the middle half of likely outcomes, so one statement in two lands outside it. Entry closes at 500 ideas per statement, so no range goes past that — a statement that reaches the cap fills and shuts rather than drawing an unlimited crowd. The model reads only three things a team can see before choosing — software or hardware, the theme, and what kind of body posted it — and those explain about a quarter of the variation in last year’s field sizes (R² 0.25 on held-out statements). Trust the band more than the number, and the ordering more than either. It cannot see how good your idea is, which is the part that actually decides it.
The scores
The number is the shorthand. The line under it is the reason.
Acceptance potential
4/5A strong hidden gem — the entire corpus is public and linked, the domain is specific enough that a generic retrieval build will visibly fail, safe abstention is written into the evaluation criteria so honesty is rewarded rather than penalised, and it sits under a Toys and Games theme label where no one will ever find it.
Feasibility
4/5Every source the corpus needs is genuinely public — India Code carries the statutes, IP India publishes the patent, trade mark, design and GI registries, WIPO and CBD treaty texts are open and TKDL has a public interface — and retrieval with span-level citation grounding is mature, so this is corpus curation and careful product design rather than a research problem.
Innovation scope
4/5The statement describes behaviours rather than mechanisms, and the genuinely original parts — a classification flow that determines the regulatory and IP posture before any question is answered, a jurisdiction toggle that refuses to conflate regimes, and calibrated abstention — are product design decisions nobody has made before in this domain.
Clarity
5/5Remarkably thorough: it names every national and international regime in scope, sets out the formulation classification taxonomy with a worked contrast between a classical formulation and a new drug, specifies a staged build order, and states the evaluation criteria as answer accuracy, citation correctness, safe abstention and multilingual quality.
Effort
MassiveCurating a version-tracked corpus across a dozen national regimes and eight international instruments, building the classification flow, grounding every answer to a citable span, calibrating abstention, adding multilingual delivery and meeting data protection and audit requirements is a large and unusually exacting build.
Demo-ability
EasyA question in plain English returning a cited, jurisdiction-separated answer that a judge can click through to the actual statute is immediately impressive, and the classification flow asking the right clarifying question first demonstrates real domain reasoning rather than retrieval.
In its favour
- Green flag: The entire corpus is public and the statement links the sources, so unlike most legal AI ideas the data foundation is real and assembleable on day one
- Green flag: The Toys and Games theme label is about as misleading as it gets, which makes a genuinely substantial statement invisible to every team browsing legal tech, AI or AYUSH
- Green flag: Safe abstention is a stated evaluation criterion, so an assistant that correctly refuses an out-of-scope question scores rather than loses — this is unusual and it lets you build for honesty instead of coverage
- Green flag: The formulation classification flow is the real insight in the statement and it is what turns this from another retrieval chatbot into something a domain expert recognises as correct thinking
Against it
- Red flag: Legal answers that are confidently wrong cause real harm, so uncalibrated generation is not merely a quality problem here — build the abstention path before you build the coverage
- Red flag: Retrieval assistants are a very common submission shape, so a build that answers fluently without visible citations and jurisdiction separation will be indistinguishable from many others
- Red flag: The corpus spans over a dozen national regimes and eight international instruments and the law moved recently with the 2023 biodiversity amendment, the 2024 patent and biodiversity rules and the WIPO GRATK Treaty, so version tracking with effective dates is a requirement rather than a refinement
- Red flag: The statement is enormous in scope; take its own advice and stage the build — a citation-grounded retrieval core over the Indian regimes done properly beats a shallow pass at both jurisdictions plus a knowledge graph
What you will be writing
- hybrid retrieval with span-level citation grounding
- version-tracked statute and treaty corpus with effective dates
- formulation classification decision flow
- knowledge graph linking regimes, statutes and product classes
- calibrated abstention on out-of-scope queries
- Bhashini multilingual delivery
- Intellectual property law
- AYUSH regulatory affairs
- Retrieval-augmented systems
Prior art to read before you start
source-cited legal and regulatory assistant · traditional knowledge protection and ABS compliance · jurisdiction-aware regulatory classification
Analysed by Claude Opus. Every score above is a judgment call with its reasoning attached — kindly cross-check this against the official statement on the SIH portal before your team commits to it.