Product.
Built out of the practice.
Products we build because clients keep asking us to — grounded data and AI software, shipped as focused apps rather than slideware. Each one starts in a real engagement, then earns its own roadmap.
— Internal beta. Status and demo links reflect current build state.
Four products, one foundation.
All sit on the same context-engineering foundation — identity, hierarchy, definitions, lineage, policy — so what they answer is grounded, not guessed.
Fair Engine
Deterministic FAIR verification & matching for regulated QA.
A rule engine — never an LLM — that decides whether two payloads match. It verifies supplier First-Article-Inspection reports against the ballooned drawing with tolerance and GD&T checks, tamper flags, and human-approved verdicts, using tiered extraction (text → OCR → LLM).
GharMenu
Family meal planning for the whole household.
A multi-phone family and household meal-planning app — plan the week's meals across everyone at home. Actively developed, with n8n and non-n8n builds.
AI Estimator
Project pricing, costing, and dev-effort in one place.
Estimates project pricing and costing alongside development effort, with PDF export and a responsive UI — a defensible number you can put in front of a client.
Supply Chain · Control Tower
Operations control tower — job-card to completion.
A control-tower system of record for operations — real-time visibility of execution status from job-card through to completion, with a state-machine domain engine and role-based access. Built to run alongside an existing ERP rather than replace it.
Internal beta. Descriptions reflect real in-house build state; demo links are working MVPs and may change. Ankush to refine before public release.
Want to be an early design partner on one of these? Tell us which.
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