Claude Production Practice

From stalled pilot to production. In weeks.

BlueMetrics builds production AI systems on Anthropic Claude. We turn stalled pilots into governed, observable systems with measurable business results.

AWS Advanced Tier Services Partner
US data residency available within your AWS environment

The question is no longer whether AI works. It's whether it pays off.

25%
Pilot purgatory

Pilots that start with energy and end in a slide deck. Just one in four companies has moved 40% or more of its AI pilots into production.

Deloitte, State of AI in the Enterprise: The untapped edge, January 2026. Survey of 3,235 leaders.
74% / 21%
The governance gap

74% of enterprises plan agentic AI within 2 years; only 21% have mature governance. Security is the #1 barrier.

Deloitte, State of AI in the Enterprise: The untapped edge, January 2026.
Invisible cost

Companies with per-use-case cost visibility are 5× more likely to report AI ROI. Most can't see it.

KPMG, Global AI Pulse: From deployment to value realization, Q2 2026.

A clear path from pilot to production.

Start with one stalled use case. End with a production system your team can run and improve.

1
Validate Start here · Fee credited toward the Production Sprint
Production Readiness Diagnostic
3–6 weeks · fixed fee · working prototype included

Bring us one stalled pilot. In three to six weeks, you'll have a working prototype built around your actual workflow, a business case with a clear baseline, a production architecture, and a go/no-go plan. We iterate until the case makes sense, or we tell you to stop.

Book the diagnostic
2
Deploy
Production Sprint
6–10 weeks · success metric agreed upfront

Your use case goes live with guardrails, observability, and an ROI dashboard that tracks results against the baseline.

3
Scale
Operating Model

New use cases, redesigned workflows, and a named owner accountable for business results.

4
Operate
Managed AI Ops
ongoing

We operate what we deploy, with monitoring, SLAs, unit-cost tracking, and continuous improvement.

You end up owning your Company Brain.

Not a chatbot, not a pilot. We call it the Company Brain: the governed AI layer that connects your systems, executes workflows, and improves through real production outcomes. Each month, it learns from those outcomes, sharpens its prompts and skills, and lowers the cost of each completed workflow.

Your systems & context
ERP · CRM · documents · data warehouse
connected via MCP
Company Brain
Governed · observable · improving
built on Claude
Outcomes
Use cases in production · ROI dashboard · success metric
Learning loop: outcomes feed back into context, every month
Governed, observable, and designed to improve over time.

What we actually build.

The model is the easy part. Production is the engineering around it, and we take responsibility for every layer.

Integration layer

Claude connected securely to your systems through MCP.

Agents

End-to-end workflows built with the Claude Agent SDK.

Skills

Your playbooks, executed consistently.

Model routing

The right model for each task, based on quality, cost, and latency.

Memory & context

Context that persists and evolves.

Evals & learning loops

Improvement you can measure.

Observability

Tracing, quality monitoring, failure analysis, and cost per completed workflow.

Governance & guardrails

Human review, audit trails, and rollback controls.

Same pilot. Two outcomes.

What changes when production is someone's job, not an afterthought.

Without a production partner
  • ×Pilots that end in slideware
  • ×Tools that don't understand your business
  • ×Governance as an afterthought
  • ×ROI nobody can trace
With BlueMetrics
  • Use cases live in production within weeks
  • Integrated with your systems through MCP from day one
  • Guardrails and observability built in
  • A success metric agreed upfront, with a named owner

Ten years of shipping production systems.

200+
projects delivered
90+
clients worldwide
10
years of data & AI engineering
65+
engineers
What production looks like on Claude
Examples from published Claude customer stories, not BlueMetrics case studies. Results vary by use case and implementation.
40 h → 2 min

Credit memo drafting time

−87%

Support handle time (Lyft, Intercom, DoorDash)

−90%

Code-migration effort (Spotify)

4–8 wks

To deploy vs 6–12 months (Athena)

Built around Anthropic's production approach.

BlueMetrics is a member of the Claude Partner Network, Anthropic's program for services firms that deploy Claude in production. Our delivery follows Anthropic's enterprise methodology: lay the foundation, launch a pilot, then scale. We're also an AWS Advanced Partner, so Claude can run in your own AWS environment through Amazon Bedrock.

AWS Advanced Tier Services Partner

One stalled pilot. Three to six weeks. A clear answer.

Pick the pilot that hurts the most. In three to six weeks, you'll have a working prototype and a clear answer: what it will take to ship, or whether you should stop. Fixed fee, credited toward the Production Sprint if you move forward.

BOOK A PRODUCTION DIAGNOSTIC
Step 1 of 2

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