A bilingual workspace for the BMC permission clerk: setbacks and fees come from table lookups, and answers cite the exact rule, clause and PDF page.
The problem
Time Constraints while finding faults in the khasra/Khatoni documents while understanding.
How it works
Bhumi Vikas Sahayak is a zero-hallucination bilingual workspace purpose-built for the Building-Permission Counter Clerk at Bhopal Municipal Corporation (BMC).
Instead of flipping through 108 pages of legal text, the clerk gets instant, verified answers within seconds:
Deterministic Rule Calculator: Setbacks (Rule 56) and fee schedules (Rule 21) are calculated through algorithmic table lookups, eliminating LLM arithmetic errors. Traceable Legal Citations: Bilingual (Hindi/English) Q&A across all 106 rules, citing the exact rule number, clause, and official PDF page. 1-Click Citizen Guidance Slip (नागरिक मार्गदर्शन पर्ची): Generates a print-ready, official summary slip to hand directly to the citizen. Safety Guardrails & 2026 Amendments: Flags out-of-scope queries (e.g., property tax) and alerts clerks to the latest 28 August 2026 amendment for plots under 500 sq m. Tested with 100% accuracy (17/17) on the official benchmark suite and ready for day-one deployment at BMC counters.
How Claude was used
Drained all the credits while making the best use of fable 5 and implementation of Cerebras for RAG and fast inference
Team
AeroNerds