The Platform

Four production-grade modules. One alignment fabric.

Cognizant AI Labs delivers a coherent alignment, evaluation, and safety stack — assembled from four discrete modules and deployed against the operational realities of regulated enterprise AI.

MODULE 01

Precision RLHF, executed by credentialed reviewers.

Foundation-model post-training is the single highest-leverage stage of the modern AI lifecycle. Cognizant AI Labs delivers Reinforcement Learning from Human Feedback as an industrial process, not a crowdsourced overlay. Every reviewer is domain-credentialed, every taxonomy is client-calibrated, every preference pair is auditable.

Our reviewer pools are stratified by language, professional credential, and adversarial-aptitude score. Engagement teams operate under bilateral NDA, sequestered network conditions, and per-batch ethics review.

Outputs ship with preference-pair provenance, reviewer-cohort metadata, inter-annotator agreement statistics, and a sealed audit trail suitable for downstream regulatory filing.

  • Domain-credentialed reviewer pools across 41 languages.
  • Custom taxonomies calibrated against client adversarial corpora.
  • Inter-annotator agreement reporting at batch and aggregate granularity.
  • Sealed audit trails compatible with EU AI Act Article 13 obligations.
  • Sequestered-network delivery with SOC 2 Type II attested workflows.
preference_pairs.v.142 — IAA 0.91

MODULE 02

Continuous adversarial pressure across the full threat surface.

Static red-team exercises age out within weeks of the next model release. Sentinel operates continuously: a standing reviewer cell mounting structured adversarial probes across prompt-injection, jailbreak, CBRN refusal, agentic misuse, and policy-evasion vectors — recalibrated against each client model revision.

Findings are triaged into severity tiers mapped to NIST AI RMF, the EU AI Act risk classification, and the client's internal incident framework. Remediation guidance is delivered alongside reproducer prompts and severity-scored impact summaries.

Sentinel engagements are scoped under bilateral NDA and operated by reviewers under elevated-clearance background screening.

  • Continuous probing across nine adversarial categories.
  • Severity tiers mapped to NIST AI RMF and EU AI Act risk classes.
  • Reproducer prompts delivered with every finding.
  • Elevated-clearance reviewer screening for public-sector engagements.
  • Quarterly executive-readout briefings included at the Enterprise tier.

MODULE 03

Synthetic data with the provenance ledger of real data.

Synthetic data is the fastest path to coverage in rare-event domains — and the fastest path to silent model collapse if assembled carelessly. Synthesis Engine generates curated synthetic corpora under explicit provenance, deduplication, and bias-stratification controls.

Every generated record carries a lineage stamp identifying its seed prompt, generator model, reviewer-cohort QA pass, and stratification bucket. Outputs ship deduplicated against a rolling client-supplied negative corpus.

Engagements include a written suitability statement for safety-critical fine-tuning, drafted by Cognizant AI Labs' compliance counsel.

  • Per-record provenance ledger with lineage hashes.
  • Bias-stratification controls keyed to client demographic targets.
  • Rolling deduplication against client-supplied negative corpora.
  • Written suitability statements for safety-critical fine-tuning.
  • Compatible with HIPAA-aligned and GDPR-restricted use cases.
lineage.synth.batch_8821 — dedup 99.7%

MODULE 04

Route every evaluation prompt to the right human, the first time.

Multimodal evaluation requires more than reviewers — it requires the right reviewer, on the right modality, holding the right credential, in the right time zone. Evaluation Router orchestrates this routing at industrial volume.

Prompts enter the router with a manifest declaring modality, language, domain, and required credential floor. The router dispatches to qualified reviewer cells, monitors throughput against SLA, and surfaces routing telemetry to the client's program office.

Median turnaround for a ten-thousand-prompt batch is under eighteen hours at the Enterprise tier; sub-six-hour rush windows are available for incident-response evaluation cycles.

  • Routing across text, image, audio, video, and code modalities.
  • Credential-floor enforcement at the per-prompt level.
  • Real-time SLA telemetry surfaced to the client program office.
  • Sub-six-hour rush windows for incident-response cycles.
  • Reviewer-cell capacity reporting at 15-minute granularity.
ROUTER

Compliance Posture

A compliance posture that survives procurement review.

SOC 2 Type II

Continuous Trust Services Criteria attestation across Security, Availability, Confidentiality, and Processing Integrity.

ISO/IEC 27001:2022

Information Security Management System certification covering Cognizant AI Labs delivery infrastructure.

ISO/IEC 42001:2023

Artificial Intelligence Management System certification — among the first cohort of attested AI service providers globally.

HIPAA-aligned

Business Associate Agreements available for healthcare-sector engagements; PHI workflows isolated to credentialed reviewer cells.

GDPR & UK GDPR

Standard Contractual Clauses, Data Processing Addenda, and EU-resident data-handling pathways available on request.

EU AI Act (preparedness)

Article 13 transparency artifacts and Article 15 accuracy-reporting templates ship by default with Enterprise-tier engagements.

Begin a confidential evaluation engagement.

Our enterprise engagement desk will return your request within one business day. All inbound inquiries are handled under bilateral non-disclosure as a default posture.