An ENKILABS project◈ Open-source developer tool
Tallyback is a verified-action layer for AI agents and integrations. An agent asks for a change in an outside system. Tallyback makes the change, reads the system back, and reports success only when the read-back matches what was asked for.
01 · The problem
Agents and integrations act on systems they do not control. The request goes out, the API answers 200, and the agent reports done. But that answer only says the request was accepted. It does not say the record actually changed.
When nobody reads the system back, a failed or half-applied change looks exactly like a finished one. The light goes out along one strand and nothing comes home.
02 · The loop
An app or an AI agent sends an Intent. It names who is asking, which record to change, the outcome they want, and an idempotency key so the same request can never run twice.
Tallyback observes the record as it is right now, checks policy, and confirms the change is a legal next step. Anything that fails a check is rejected before a single write happens.
An adapter carries out the change in the outside system. Vendor endpoints, field names and statuses live in the adapter, never in the core.
Tallyback reads the outside system again on its own. The reading has to be fresh and has to belong to the same record, or it does not count.
Tallyback compares what it read with the outcome that was asked for. It returns a Result and writes audit events whether the answer is yes or no.
03 · Verified
In a broadcast studio, the tally light tells you a camera is really live. Tallyback is that light for agent actions. It returns VERIFIED only when the read-back shows the requested outcome.
04 · Anywhere an agent touches a system
The core understands transactions. Profiles understand industries. Adapters understand vendors. A new system needs a profile and an adapter, not a new core.
Tekmetric
An agent marks a repair order as authorized or work started. Tallyback reads the order back from the shop system and confirms it really moved before anyone tells the customer.
Reference profile built. Live adapter waiting on vendor API access.
Stripe test mode
An agent finalizes or voids an invoice. Tallyback retrieves the invoice and checks its status changed, and pairs its own duplicate protection with Stripe's idempotency keys.
Planned.
Any CRM with an API
An agent advances a deal or updates a contact. Tallyback confirms the CRM record shows the change before the agent reports success to a person or another agent.
Planned.
05 · An EnkiLabs project
EnkiLabs builds AI-powered intelligence tools for teams that compete. Every tool rests on one idea: act on what you can see and check, not on what you were told.
Gambit by EnkiLabs
Gambit is competitive intelligence software. It runs a weekly scan of your competitors and turns what it finds into a brief your team can act on, so you are not guessing about the market.
Explore Gambit →Tallyback by EnkiLabs
Tallyback reads the outside system back after every agent action and records the result, so you are not guessing about your agents.
Start building →06 · Build with it
npm install tallybackComing soon · not on npm yetTallyback is in early development. The core and its test suite run today against simulated systems. Live adapters are in progress.