Total decisions
4,812
↑ 12% vs last week
Trust layer for your AI agents in production.
Measure, monitor, and explain how agent decisions are made before risk reaches your users.
Problem
The trust gap that blocks deployment
Agent systems fail silently. They can return fluent output that looks right while violating policy, missing context, or taking brittle tool paths.
01
Evals are static. Production is live.
Offline benchmarks cannot validate whether a specific production decision made with real context was justified.
02
Generic judges drift from policy reality
Uncalibrated evaluators do not reflect your domain definitions of correctness, risk, or acceptable exceptions.
Solution
A reliability layer for agentic decisions
Calibrate judges to your domain, monitor behavior continuously, and close the loop with actionable diagnostics.
Calibration to monitoring feedback loop
01
Domain-calibrated judges
We align judges to your annotated decisions so evaluation quality tracks business and compliance expectations.
02
Live drift and risk detection
Detect changes in tool routing, retrieval behavior, and decision outcomes before they become user-impacting failures.
Product
Built for engineering, operations, and compliance
Unified product surfaces for decision trace debugging and governance-level reliability visibility.
app.tvishalabs.ai / dashboard
Risk Dashboard · underwriting-agent-v2
Policy violations
23
↑ 3 new (last 24h)
Escalations
118
2.4% escalation rate
Avg risk score
0.34
↓ 0.04 improving
DecisionAgentRiskOutcomeTime
Loan application · $240k commercialunderwriting-v20.71ESCALATED14:32
Policy exception · UW-44-B overrideunderwriting-v20.88APPROVED11:04
Auto insurance claim · $12,400claims-agent-v10.12APPROVED10:51
Mortgage refinance · $410kunderwriting-v20.67APPROVED10:26
Healthcare claim review · $8,900claims-agent-v10.41REVIEW10:12
SME credit line renewal · $95kcredit-agent-v30.79ESCALATED09:58
Travel insurance reimbursement · $2,140claims-agent-v10.08APPROVED09:41
Get in touch
If you are deploying AI agents in regulated workflows, let's talk.
We help teams operationalize trust before critical decisions reach production users.