The platform

Five pillars. One trust layer.

Agent Kaappaan covers the full agent lifecycle — design, diagnosis, monitoring, remediation, and certification — as a single integrated platform. Each pillar stands on its own; together they make an agent something you can prove, not just hope, is safe.

Pillar 01

Builder

Reliability starts before an agent ships. Builder scores an agent as it's designed — surfacing weak instructions, missing guardrails, over-broad tool access, and injection exposure while they're still cheap to fix. It turns “is this agent safe to build on?” into a check you run, not a question you hope about.

Design-time scoringGuardrail gapsTool-access reviewInjection exposurePre-ship hardening
Pillar 02

Repair

Bring a broken agent, leave with a better one. Repair imports an agent in any major format, runs it against real adversarial attacks, shows exactly what broke with the agent's own response as evidence, generates a fix, and re-runs the diagnostic to prove the repair actually held. Every generated fix is evaluated by an independent judge before you're told to trust it.

Real adversarial executionEvidence captureAI-generated fixesIndependent judgingRe-test verificationLangChain · CrewAI · AutoGen · YAML
Pillar 03

Monitor

Agents degrade quietly as prompts, data, and upstream models change — nothing errors, outputs just stop making sense. Monitor runs continuous evaluation against a known-good baseline, so drift and regression are caught the moment they appear, not the moment a customer complains.

Continuous evaluationDrift detectionRegression alertsBaseline comparisonLive health
Pillar 04

Fix Engine

For teams ready to move faster, Fix Engine applies remediations automatically — governed by policy, with a human-approval gate on every change and a full record of what changed and why. Autonomy where you want it, control where you need it.

Policy-governed remediationHuman-approval gatesChange auditRollbackSafe autonomy
Pillar 05

Certify

When leadership, a customer, or a regulator asks “how do you know this agent is safe?”, Certify has the answer ready: an audit-ready evidence trail of every test run, every issue found, and every fix applied — mapped to the compliance frameworks your buyers require.

Evidence trailReproducible testsCompliance mappingAttestationsExportable reports

Available today: the Repair pillar is live end-to-end and demonstrable on your own agents now. Builder, Monitor, Fix Engine, and Certify are built on the same foundation and roll out in stages — the architecture makes each additive, not a rewrite.

How it fits together

Not five tools. One layer, five entry points.

The pillars share one foundation: a real execution engine that runs your agent, an independent evaluation layer that judges results honestly, and an evidence store that every pillar reads from and writes to. That's why an issue found in Repair can be watched by Monitor, remediated by Fix Engine, and certified by Certify — without leaving the platform.

BuilderDESIGNED Repair LIVE MonitorDESIGNED Fix EngineDESIGNED CertifyDESIGNED Real execution engine runs your agent against real conditions Independent evaluation judges results honestly — never guesses Shared evidence store one record every pillar reads and writesone foundation · five entry points

Real execution, not inference

Every pillar is built on actually running the agent against real conditions — never guessing from static config.

Honest by construction

If a test didn't run, the platform says so. If a fix isn't trustworthy, it tells you. Uncertainty is shown, never hidden.

One evidence trail

Everything tested and fixed is recorded once and available everywhere — from the engineer's screen to the auditor's report.

Enterprise-ready foundations

Built for the way enterprises actually run.

Identity & SSO

Verified authentication, role-based access, and enterprise SSO — with tenant isolation enforced at the core.

Multi-model

Test against OpenAI, Anthropic, Gemini, Bedrock, Azure, Mistral, or your own self-hosted models.

Deploy your way

Cloud, private, or on-premise — designed for sovereign and regulated environments from the start.

Audit & compliance

A durable record of every action, mapped to the frameworks your security team already reports against.

Get started

Start with Repair. Grow into the platform.

See the live pillar working on your own agents, and where the rest of the trust layer takes you.

Request a demo hello@kaappaan.ai