BENI AI LAB
Mission Control case study
Updated 11 November 2026

PROBLEM
Help one founder review business knowledge, work, leads and decisions with traceable inputs and visible gaps.

IMPLEMENTATION
A local Python dashboard and SQLite database import the four Beni business records, preserve source snapshots and support operational record updates. Rules compute counts and date exceptions. The current AI path is a manually initiated Codex briefing: export the records and prompt, review the response, then record the reviewed result with its source export and notes.

CONTRIBUTION
The founder set the business direction, priorities and review requirements. AI coding assistance supported implementation, testing, investigation and documentation. Decisions and acceptance remain with the founder.

CONTROLS
Original source records and current database edits are distinguished. Exported inputs and review notes are retained. Stale exports cannot be saved as current reviewed briefings. Manual review does not mark the API as verified. The briefing workflow has no tools for outbound messaging, publishing or spending.

EVIDENCE
The founder accepted the local manual-workflow milestone on 11 November 2026 against qualified acceptance criteria. The reconciled personal working copy has 41 passing regression tests, including nine strategy and priority reconciliation checks. This website update records the founder-accepted evidence; it does not rerun that application suite. Automated provider success is mocked.

Accepted evidence includes four matching source snapshots, database integrity, approved priorities, persistent records and reviewed runs. An isolated restore matched all five database tables to the backup without changing the active database. Company knowledge acceptance includes explicit founder-approved scope deferrals for all ten services; unresolved commercial details must be addressed before quotation. One accepted manual export-to-review cycle includes 16 source-quotation checks and passing safeguards. One cycle does not establish repeatable model quality.

API STATUS
API verification: false. The optional API adapter identified an exhausted credit balance in a live request. No successful live API briefing is claimed. API funding is deferred while the founder uses manual Codex briefings.

RELEASE DECISION
Local manual-workflow milestone accepted; production no-go. Authentication, secure deployment, monitoring, broader recovery tests and measured quality/cost acceptance remain outstanding for a production service. Process/crash recovery and populated browser exception scenarios remain untested.

NEXT STEP
Evaluate repeatable briefing quality as separately planned work, without a deadline. Revisit API activation when funding and business need are confirmed; verification requires separate evidence. Use fictional records for public demonstrations. No revenue, quantified productivity gain, enterprise client deployment or autonomous operation is claimed.

The public website is a static portfolio. Its guided walkthrough contains fictional records and prewritten outputs, makes no model request and saves nothing.