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Value Metrics

AI for the real world.

Agentic voice. Computer vision. Consumer apps. Built to work outside the lab.

Explore the work

Voice

Agentic AI Governance

Calvin is an agentic AI governance platform. It checks whether an agent did the job — not only whether the conversation sounded right. Test before launch. Verify the real outcome.

usecalvin.com

Product

Simulate, Observe, Improve.

A chat message. A completed task. A phone call. Calvin checks what the agent says against the evidence in your systems.

AI chatbot

Praise the data doesn’t support.

The chatbot calls the net approach excellent, but the backend reports net possession at 10% (Low). Calvin flags the mismatch for review.

Back-office automation

Marked paid. Never settled.

The ledger says paid, but the bank transfer failed and no funds settled. The automation’s completion claim doesn’t match the payment record.

Voice AI agent

A promise without a booking.

The voice AI agent confirmed the appointment on the call. The calendar was checked, but no matching appointment exists.

What Calvin can’t verify stays unverified. Never assumed. Never quietly marked as a pass.

Vision

Computer Vision

From a single camera to structured understanding — people, space, motion, and the moments that matter. Seeing is only useful when it becomes a decision.

Apps

Consumer products

We ship software people live with. Considered, fast, and unobtrusive — including Bandeja AI, match intelligence for padel from a single video.

bandeja.ai

Let’s build something real.

Partnerships, product, and new work. If it has to work in the world, we’re interested.

hi@valuemetrics.ai