Applied AI Lab

The stack and copilots we ship with.

Vendor-neutral, secure, and measurable. We wire telemetry, QA, and governance into every integration.

AI & Prompting
  • Prompt libraries with guardrails
  • LLM routing, evals, and red/green tests
  • Human-in-the-loop review loops
Data & Telemetry
  • Usage signals to adapt experiences
  • Quality and safety dashboards
  • Drift monitoring and alerts
Delivery & Integrations
  • APIs, LMS/LXP, and product integrations
  • Authentication and data handling patterns
  • Launch playbooks for GTM and ops
QA & Safety
  • Bias, brand, and compliance checks
  • Red team scripts and regression suites
  • Approval workflows with audit logs
Enablement
  • Playbooks for teams to prompt and review
  • Training on guardrails and safety
  • Support for pilots and production
Lifecycle
  • POC → MVP → production hardening
  • Change management and rollbacks
  • Continuous improvement loops

Stack blueprint

Data → Models → Delivery, with guardrails stitched in.

Every layer is wired for observability, approvals, and rollbacks. We build it like an ops platform, not a demo.

Telemetry-first Governed Vendor-neutral
Data & Sources

Signals + corpus

Product telemetry, LMS/LXP, KBs, transcripts, and vetted datasets with freshness policies.

PII-aware Freshness
Models & RAG

Grounded prompting

RAG pipelines with evals, prompt libraries, and MCP/agent tooling for safe tool use.

Eval’d MCP/Agentic
Delivery

Experiences that ship

APIs, embeds, and UI components with HITL approvals, audit logs, and rollbacks.

HITL Rollbacks

Copilot patterns

Pick a pattern. We harden it with evals.

QA Copilot

Red/green, bias, and compliance checks with SME approvals.

Eval rubrics Audit trail
RAG Answers

Grounded retrieval with freshness, source-citing, and hallucination tests.

Sources Freshness
Agentic / MCP

Tool-using agents with bounded actions, approvals, and observability.

Tool use Approvals
Drafting Assist

First drafts with tone locks and human-in-the-loop checkpoints.

Tone lock HITL

Governed pipelines

Guardrails + signals baked in.

Every pipeline ships with approvals, telemetry, and rollback paths—before we call it done.

Approvals Audit logs Drift checks
Approvals

HITL by design

Review gates for high-risk steps, with signoffs and ownership recorded.

Observability

See every step

Telemetry, traces, and evals surfaced for QA, product, and compliance teams.

Recovery

Roll back safely

Versioned prompts, configs, and models with rollback and incident playbooks.