Model proposes
The assistant drafts a total of $48,200 in the composer. It sounds confident. It is not yet bookable.
Risk: A number that can leave without proof.
01 · Pramana
The verification layer between data and decision in AI.
Pramana ensures that financial figures are recalculated from source data, locked until verified, explicitly labels estimates, and produces an audit-ready release record.
Acceptance demo
The assistant drafts a total of $48,200 in the composer. It sounds confident. It is not yet bookable.
Risk: A number that can leave without proof.
Your CSV or sheet lines sum to $41,650. Pramana recalculates in an independent sandbox from that source. Figures are never minted from the LLM.
Result: Verify fails until the draft matches source, or an ESTIMATE is stamped.
How it works
Recalculation runs from customer source (CSV / sheet) in a sandbox the language model cannot invent. Figures come from code against your data.
A browser extension (Chrome / Edge) blocks copy and send of unsigned totals. The lock is per-tab. New tabs start locked.
Sign PASS only when verify matches source. That total is bookable. Humans remain accountable for the release.
Intentional markup or judgment (for example a 15.7% market adjustment) may leave, but is stamped [… ESTIMATE - not bookable] on outgoing composer, copy, and send.
Signed packs export as PDF and JSON so finance and audit can retain the proof pack with the work.
Doors
Same doctrine. Two ways in.
Sidecar plus local loopback bridge. Data stays on the device. Built for teams that already live in ChatGPT, Copilot, or Claude.
POST /v1/verify with an API key for governed pipelines that need the same verify gate in their stack.
Customer data stays on their install. No phone-home of workspace by default. Cloud is optional, not the architecture.
Shared kernel
Pramana is an overlay on the VedAGI Verified Model, the same doctrine behind MyCelAI and Serlyx: Figures ≠ LLMs, Estimates labeled, Actions-only writes, markings fail closed, bring your own model.
We work with a few enterprise and public sector teams at a time. If unsigned totals leaving AI tools is the problem you are wrestling with, talk to us.
VedAGI. Intelligence for Humanity.