IntroducingData Trust — prove the migration before cutover →

Trust the agents.
Trust the data.

T-Sigma certifies the AI agents you deploy and validates the data you migrate, before either reaches production.

  • Sandbox-only
  • Independent assessment
  • Time-boxed certificates
Attest · CertificationConditional
Claims triage agentv2.4 · illustrative
Capability & correctness4/4
Robustness, safety & security4/5
Operational & governance6/6
A safety finding caps the verdict until remediated
Data Trust · MigrationPre-production
  • Transformation rules parsed
  • Staging database validated
  • Mapping error caught before cutover
0 production systems touched Verifiable certificate

In short: T-Sigma is TickingMinds’ AI-native quality engineering platform for regulated industries. Attest independently certifies autonomous AI agents across 15 dimensions before they go live. Data Trust validates data mapping, ETL pipelines, and staging databases before errors reach production. Knowledge Base and Test Studio keep regulatory knowledge and automated test coverage current.

The T-Sigma Suite

Two proofs.
Two engines.

Attest and Data Trust answer what auditors ask first. Knowledge Base and Test Studio keep both answers true.

The Attest Framework

Fifteen dimensions.
One verdict you can defend.

Every agent is scored across three tiers, then rolled into a Pass, Conditional or Fail verdict.

Safety can’t be averaged away.Any Tier‑2 failure caps the verdict at Conditional, however well the agent scores on task success.
Read the full framework →

Does it do the job, across a distribution of inputs?

  • Task success rate
  • Trajectory quality
  • Consistency (pass^k)
  • Grounding & hallucination

Does it stay within bounds under pressure and attack?

  • Adversarial robustness
  • Action boundaries & authority
  • Security & data handling
  • Safety & scope
  • Bias & fairness

Can it run in production and be defended to a regulator?

  • Performance & cost
  • Memory & long-horizon stability
  • Multi-agent coordination
  • Observability & auditability
  • Drift & degradation
  • Compliance mapping
PassConditionalFailMapped to EU AI Act, NIST AI RMF, ISO/IEC 42001, DPDP
How T-Sigma works

From unproven to
audit-ready.

01

Certify the agents

Attest assesses behavior, safety and governance in a sandbox.

02

Validate the data

Data Trust catches mapping errors before cutover.

03

Capture what’s known

Knowledge Base turns specs and regulation into a living graph.

04

Keep coverage current

Test Studio generates and maintains tests as code changes.

15
Dimensions in every Attest certification
6
Stages in the Data Trust validation pipeline
16
Specialized AI agents across the Suite
0
Production systems touched. Sandbox-only.
Where T-Sigma runs today

Real deployments.
Regulated environments.

Client details anonymized where requested. Full case studies on request.

Need engineers,
not just a platform?

Quality Engineering is our services practice: senior engineers embedding test automation, performance and release assurance into your pipeline, with T-Sigma as an optional accelerant.

AI-assisted test automationPerformance & chaosRelease assurance
Explore services →
Common questions

Questions we
hear most.

Straight answers, no sales gloss.

All 60 BFSI questions →
What is T-Sigma?
T-Sigma is TickingMinds' AI-native platform for trust in regulated software and AI. Attest independently certifies the autonomous AI agents you build or deploy and issues a verifiable, time-boxed certificate. Data Trust validates data mapping and migration pipelines before errors reach production. Knowledge Base and Test Studio keep requirements, regulatory knowledge, and automated test coverage current across the SDLC.
What does a T-Sigma Attest certificate actually certify?
An Attest certificate certifies that a named version of an AI agent, for a named use case, was independently assessed against the Attest Framework — covering task success, robustness, safety, and operational governance — during a specific assessment window. It is not a blanket safety claim: scope, evidence, and a re-certification date are stated explicitly, and the certificate voids automatically if the underlying model or prompt changes.
What is T-Sigma Data Trust?
T-Sigma Data Trust is a staged validation pipeline for data mapping and transformation rules. It validates ETL pipelines and staging databases during core system and platform migrations, catching mapping errors before they reach production data. It is delivered through T-Sigma Knowledge Base.
What is the difference between Attest, Data Trust, Knowledge Base, and Test Studio?
Attest is a separate, independent certification service — it evaluates the AI agents you build or deploy across 15 dimensions in three tiers and issues a verifiable, time-boxed certificate. Data Trust validates data mapping and migration pipelines before cutover. Knowledge Base captures and structures your regulatory feeds, historical test data, and system knowledge. Test Studio uses autonomous AI agents to generate, execute, and maintain test automation across your stack.
Is T-Sigma a replacement for existing test automation tools?
Test Studio generates and orchestrates automation using standard open frameworks like Playwright and Selenium, rather than locking you into a proprietary scripting language — it's closer to an AI layer operating existing frameworks than a like-for-like replacement.
Which industries is T-Sigma built for?
T-Sigma is purpose-built for regulated industries — financial services, insurance, capital markets, and credit unions and banking — where quality evidence has to satisfy both engineering standards and external auditors.

Quality that’s provable.
Not just probable.

Start with a T-Sigma readiness assessment. We map your AI agents, data migrations, testing, and knowledge gaps against the Suite. Zero commitment to begin.

Book a strategy call
Get Started

Let’s see what T-Sigma
finds in your pipeline.

Share your priorities. We’ll propose a practical path forward beginning with a zero-commitment T-Sigma readiness assessment.

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Zero risk to start

Every partnership begins with a rapid readiness assessment. We map your AI agents, data migrations, testing, and knowledge gaps against the T-Sigma Suite and deliver a prioritized roadmap — at no obligation.

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