[ Architecture Readiness ]
Turn an AI implementation ambition into a gap register
Inventory data paths, device fleet, model lifecycle, identity and access, outage fallback, and accountability. Export a browser-local implementation sequence.
Assess architecture readiness ↗[ AI Boundary Planner ]
Turn an AI deployment choice into a reviewable record
Compare local, cloud, and hybrid boundaries using stated data, capability, latency, resilience, device, and ownership conditions. Export a browser-local decision record.
Plan an AI boundary ↗[ Constraint Studio ]
Turn a planning problem into a Constraint Pack
Specify objectives, variables, hard limits, preferences, assumptions, and data gaps. Export a browser-local JSON handoff for human review or future solver work.
Build a Constraint Pack ↗[ Receipt → CSV ]
Extract a receipt batch into one clean CSV
Upload receipt photos, paste receipt text, or mix both. Try one receipt free before paying for a batch. If no submitted receipt can be parsed, the batch is refunded automatically.
Try receipt → CSV ↗[ MPS audit API ]
Run scoped claim-level evidence audits
Purchase prepaid audit invocations and receive a credential that is limited to the MPS audit endpoint. There is no subscription and no access to internal services.
Get MPS audit access ↗[ MCP bridge ]
Connect a local agent to documented Maha APIs
Install the local MCP bridge for authenticated MPS audit and book-access APIs. Human approval remains required for checkout.
Read MCP bridge guide ↗