AI Reliability Infrastructure

Trust infrastructure
for production.

Operate ML models, LLMs and agents with the visibility, control and confidence they require in production.

See how it works
Matroide network mesh visualization
Built for the modern AI stack
  • PyTorch
  • OpenAI
  • Anthropic
  • Hugging Face
  • AWS Bedrock
  • LangChain
I · Thesis

AI is moving
into production.
Visibility is not.

Companies are deploying models, LLMs and agents into the workflows that drive their revenue, their compliance posture and their customer experience — without the operational layer that every other piece of critical infrastructure has had for decades.
II · Platform

One layer.
Four functions.

  1. Observe.

    Models, prompts, agents and costs — in real time, across the stack.

  2. Evaluate.

    Continuous scoring of quality, factuality and expected behavior.

  3. Guard.

    Policies, alerts and human review for the outputs that matter.

  4. Audit.

    A complete record of what happened, when, and with what impact.

III · The product

Catch silent model drift before it reaches a single customer.

Matroide watches every model, agent and LLM call in production. The moment behavior shifts, the right team knows — with the context they need to act.

matroide / fleet/ recommender_v3
live
Accuracy · 24h
0.942
▼ 0.6% vs baseline
Drift score · ks-stat
0.31σ
▲ threshold breach · 18m ago
Inference cost · 24h
$1,284.40
▲ 4.2% w/w
incident · drift on feature `user_recency_7d` · severity 2routed to · ml-platform-team

Not just observability.
Reliability infrastructure
for high-stakes AI.

— Matroide thesis · 2026

IV · Trajectory

From observability
to critical AI.

  1. Phase 01 · Now
    Observability
  2. Phase 02
    Reliability
  3. Phase 03
    Safety
  4. Phase 04
    Critical AI
  5. Phase 05
    Health AI
V · A note from the founder

I have spent years building production AI systems — and watching the same failure modes play out, quietly, across companies that deserved better.

Matroide is the layer I always wished existed: the one that makes AI feel less like a black box and more like infrastructure you can actually run.

AndrésFounder · Matroide

Make your AI
a system you trust.