Blockchain-grade trust for AI agents
AI you can verify.
Our products make AI agents accountable — tested in a real browser, red-teamed before release, metered to a tamper-evident ledger. Our engineers build blockchain and AI systems for the teams that own them.
- 01 · RunTapClawA sandboxed cloud machine for every agent, answering in the channels your team already uses.Live
- 02 · TestDeepQAEvidence-backed QA on every pull request, driven through a real browser.Early access
- 03 · SecureMatrixShieldMulti-turn adversarial testing, mapped to OWASP, NIST and the EU AI Act.Enterprise demo
- 04 · GovernLM-StackEvery model call metered and closed into a per-department bill.Pilot
Backed by
Blockchain × AI
What blockchain taught us, applied to AI.
Not a chain bolted onto a model. The habits that matter — verify before you trust, keep evidence, make the record tamper-evident — are what our products ship.
Evidence, not assertions
Every issue carries the screenshot of the moment it broke, console traces and step-by-step reproduction. Findings the Critic withdraws stay visible on the record instead of disappearing.
DeepQAReproducible by hash
Adversarial runs persist full per-turn transcripts, and scenarios are pinned by hash so a result can be re-run and checked rather than taken on faith.
MatrixShieldA ledger that survives audit
Dual-record plus outbox, so no billing event is lost. Per-event signed integrity makes tampering evident. Metered totals are reconciled against the vendor invoice, and drift beyond ±5% is flagged.
LM-StackProducts
Four products, one agent lifecycle.
Run it, test what it ships, harden it before release, and account for what it spends. Every stage leaves evidence you can check.
TapClaw · agent
Your agent, answering where you already work.
Each agent gets a sandboxed cloud machine with a real browser and no access to your local files, then connects to the channels your team already uses.
tapclaw.app →DeepQA · scenario + run
Catch the bug, and show your work.
Point DeepQA at a PR. It boots the app, drives the scenario in a real browser, and hands back the failing step with the evidence attached.
deepqa.app →GET /api/backups/1042/download returned 500 when retrieving the
backup. The action could not complete because no file was ever produced.
Failed at:
8 | - module: ./fill-out-personal-info.module.yaml
> 9 | - assert: the download returns a retrievable backup
10 | - click: Download backup
https://deepqa.app/runs/43a4e9c5-0500-4618-8cc7-5e966e99a151
1 failed
3 passed (100s)
$
Every run, open to inspection
Illustrative — figures are from published runs at a point in time, not live data. See the run reports at deepqa.app/explore.
MatrixShield · posture
Fleet posture, mapped to the frameworks.
Depth-adaptive multi-turn probes across the fleet, scored on both axes and mapped to OWASP, NIST and the EU AI Act.
matrixshield.ai →Illustrative — a sample assessment. Framework percentages show how findings map to OWASP, NIST and the EU AI Act; they are not a certification or an audit result.
LM-Stack · chargeback
The month, closed into a bill you can allocate.
Every call is metered and frozen to a department, then reconciled against the vendor's own invoice. Anything drifting past ±5% is flagged.
Request a pilot →Get the agent running, then confirm the app it ships actually works — an isolated environment, plus evidence-backed testing in a real browser.
Attack it before release, then account for it afterwards — adversarial testing that produces compliance reports, and metering that lands in a tamper-evident ledger.
Since 2020 · Work
Six years of shipping on-chain.
Before the AI products there were six years of on-chain delivery — virtual worlds, marketplaces and launches, built for the teams that own them. Every engagement below states what our role was.
- 2021Matrix WorldMultichain 3D virtual world with land, building tools and cross-chain assets.Technical support & outsourced engineering
- 2022PhantaBear10,000-piece PFP collection for PHANTACi × Ezek, sold out on launch day.Technical support
- 2022Matrix MarketAll-in-one NFT marketplace on Flow: minting, collections, trading and a public API.Technical support & outsourced engineering
- 2024WORLD3Agent runtime, model integration and cloud infrastructure for an independent AI agent platform.Technical support & outsourced engineering
- 2026TapClaw · DeepQA · MatrixShield · LM-StackFour AI products in market, built on the same verifiability habits.Our products
Land, building tools and cross-chain assets across multiple chains.
Matrix World is an independent project and belongs to its respective owners. Despite the shared name, Matrix Labs is not the project owner of Matrix World, takes no part in its operation or management, and does not issue, hold or custody any Matrix World-related digital asset.
Minting, collections, trading and a public API.
Matrix Market is an independent project and belongs to its respective owners. Despite the shared name, Matrix Labs is not the project owner of Matrix Market, takes no part in its operation or management, and does not issue, hold or custody any Matrix Market-related digital asset.
Agent runtime, model integration and cloud infrastructure. The publishable scope of work is still to be confirmed.
WORLD3 is an independent project. Matrix Labs provides technical support and outsourced engineering services to WORLD3. Matrix Labs is not the project owner of WORLD3, takes no part in its operation or management, and does not issue, hold or custody any WORLD3-related digital asset.
Technical support for the launch and minting. The project's results belong to the client.
PhantaBear belongs to its respective owners. Matrix Labs provided technical support only, is not the owner of the project, and does not issue, hold or custody any associated digital asset.
Matrix Labs provides technical support and outsourced engineering services. Every project named above is an independent project belonging to its respective owners. Matrix Labs is not the owner of any of them, takes no part in their operation or management, and does not issue, hold or custody any associated digital asset. The Matrix World and Matrix Market names do not indicate ownership by Matrix Labs.
On-chain ecosystem since 2020
Engineering services
Technical support and outsourced development.
We build for teams that own their own platforms. The project stays theirs; we build it and keep it running.
One API across 50+ models, intelligent routing with automatic failover, and per-call metering and settlement. Built and operated for the client — we run no public gateway of our own.
Agent runtimes and sandboxes, knowledge-base integration, multi-channel connectivity, and the cloud infrastructure to run it at scale.
Smart contracts, multichain integration, NFT launch and minting infrastructure, and on-chain data services.
Other engagements are under NDA.
Integrations
Built to work with what you already use.
Our products connect to the chat tools and model providers your team already runs. Nobody changes how they work — the agent just answers in the thread.
Product names are used for identification only and do not imply affiliation or endorsement.
Tell us what you're building.
Evaluating a product, or looking for an engineering team — tell us which. Founded 2020 in Vancouver, Canada.
Prefer email? contact@matrixlabs.org