ARIAS FOR PRODUCT MANAGEMENT

You own the product. Can you see the agents inside it?

Your team shipped AI-powered features. But you can't see what agents are running, how they've changed, or whether they're ready for production. ARIAS gives product managers visibility without reading code.

THE PROBLEM

You shipped AI features. You can't see what's inside them.

Your team built AI-powered features using agents. But you have no way to see how many agents are running, what they can access, or what changed between releases — without asking engineering to dig through code.

No visibility into agent inventory

How many agents are in your product? Which frameworks do they use? What tools do they have access to? Today, nobody can answer these questions without reading code.

Changes you can't track

A developer updated a prompt. Another switched the model version. Agent behavior shifted — but nothing in your release notes reflects it, because no tool caught it.

No shared quality language

Engineering says "it works." QA says "tests pass." But there's no objective measure of whether an agent is production-ready — no score, no baseline, no trend.

Risk you can't quantify

One agent has access to customer data, payment APIs, and can delegate to other agents. You found out from a support ticket, not a dashboard.

WHAT ARIAS GIVES YOU

A product-level view of every agent

ARIAS scans your codebase and gives you a dashboard — no code reading required.

Agent Inventory

See every agent across every repo — how many, which frameworks, what tools each one can access. Updated with every scan.

Maturity Scores

Each agent scored across 6 dimensions: prompt quality, design, memory, orchestration, observability, and governance. Track improvement over time.

Behavioral Drift Alerts

When an agent's behavior changes between scans — prompt edits, model swaps, tool additions — ARIAS flags exactly what shifted and how it affects the agent's risk profile.

RELEASE CONFIDENCE

Know what changed before you ship

Behavioral Certificates

Every scan produces a behavioral certificate — a snapshot of each agent's fingerprint, maturity score, and findings. Compare certificates across releases to see exactly what changed.

Change Impact Analysis

When agent behavior drifts, ARIAS maps which components changed and what to verify before deploying. No more guessing whether a prompt edit is safe to ship.

Downloadable Reports

Generate reports showing agent inventory, maturity scores, and findings. Share with stakeholders who need visibility without platform access.

What you can answer with ARIAS

  • ✓ How many agents are in this product?
  • ✓ Are they production-ready?
  • ✓ What changed since the last release?
  • ✓ Which agents have the highest risk?
  • ✓ What tools can each agent access?
  • ✓ Is maturity improving or regressing?
NO CODE REQUIRED

How product managers use ARIAS

01

Dashboard

Log in and see agent counts, maturity scores, drift alerts, and recent scan results across all your repos — in one view.

02

Drill into findings

Each scan surfaces specific findings — missing error handling, overly broad tool access, unpinned model versions — with severity and confidence scores.

03

Track across releases

Compare behavioral certificates over time. See which agents improved, which regressed, and what's driving the change.

04

Share reports

Download and share reports with stakeholders, leadership, or compliance teams — without giving them platform access.

See what's in your product

ARIAS works with your engineering team's existing workflow. They scan. You get visibility.