Applied AI Lab

From pilot to production.

Examples of POCs and MVPs that shipped with measurable signals: adoption, safety, and speed.

AI QA for learning
  • -35% review time with red/green tests
  • Bias and brand guardrails enforced pre-launch
  • SME approval loop with audit logs
Personalized walkthroughs
  • +24% activation from telemetry-led paths
  • Multi-language variants with consistency checks
  • Feature-fit nudges based on real usage
Drafting & knowledge
  • First drafts in hours, with human QA checkpoints
  • Knowledge extraction into reusable playbooks
  • Alt text and transcript automation baked in
Governed rollouts
  • Pilot → MVP → production with safety gates
  • Telemetry to catch drift and failures
  • Training and enablement for teams

Signals that matter

We measure adoption, safety, and speed.

Every case study is pinned to the signals that prove value—no vanity metrics.

Adoption Safety Time to value
Adoption

+24% activation

Telemetry-led personalization and adaptive walkthroughs.

Safety

Bias/brand checks

Red/green tests, audit logs, and SME approvals before release.

Speed

POC in 2–3 weeks

Eval’d RAG/agentic patterns with rollback paths and training.

Case spotlights

A few we can talk about.

Each spotlight covers the playbook, stack, and outcomes. Ask for a deeper walkthrough to see the full telemetry.

QA Copilot POC → MVP

AI QA for localized content

Red/green tests for bias, brand, and compliance across 6 languages.

-35% review time Audit logs
Personalization Pilot → Prod

Adaptive walkthroughs for activation

Telemetry-led branches and nudges tied to product usage signals.

+24% activation Signals-based
RAG Answers POC

RAG for support playbooks

Source-citing answers with freshness checks and hallucination tests.

Sources Freshness
Agentic / MCP MVP

Tool-using agents for ops

Bounded tool use with approvals, audit logs, and rollback paths.

Tool use Approvals

See the full playbook

Pick a case and we’ll show you the stack, evals, and outcomes.

QA, personalization, RAG, or agentic tooling—ask for a deep dive with telemetry and governance details.