Claude AI Development & Integration

Claude development and integration for real business systems.

Claude handles long documents, careful reasoning and precise instructions well. We build the integrations, guardrails and evaluation that turn it into a dependable part of your workflow.

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First release: 3–6 weeks
Ideal for: Document-heavy work: clinical notes, contracts, case files, support
Stack: Claude API, Claude Agent SDK, MCP, Claude Code, Python, TypeScript
Hosting: Anthropic API, Amazon Bedrock or Google Vertex AI

Getting more from Claude than a chat window

Teams often start with Claude in a browser and then hit limits: it cannot see internal systems, its output is not structured for downstream tools, and nobody tracks what it costs or how accurate it is.

We connect Claude to your data, shape its output into the formats your systems need, and measure quality on every release.

What we build with Claude

Claude API applicationsSummarisation, extraction, classification and drafting with structured outputs, prompt caching and per-team cost tracking.

Agents on the Claude Agent SDKMulti-step agents that plan, call tools, check their work and hand off to a person when confidence is low.

MCP serversModel Context Protocol servers that give Claude scoped access to your CRM, warehouse, SharePoint or ticketing system.

Claude Code for engineering teamsRollout, repository conventions, custom commands and review workflows so developers ship faster with the same quality bar.

Evaluation and monitoringTest sets drawn from your real work, scored on every prompt or model change, with dashboards for cost and quality.

Clear stages. You decide at the end of each.

Use-case fit

Pick the task, gather 50–200 real examples and define what a good answer looks like.

1 week

Prototype

Prompts, tools and structured output, scored against your examples.

2–3 weeks

Integrate

Connect to your systems, add auth, logging and cost controls.

2–4 weeks

Improve

Monthly eval runs, prompt updates and model upgrades.

ongoing

What teams ask us about this.

Is Nubits.AI an Anthropic partner?

No. We are an independent engineering firm that builds on Claude. We are not affiliated with Anthropic.

Can Claude run inside our AWS or Google Cloud account?

Yes. Claude is available through Amazon Bedrock and Google Vertex AI, so traffic and billing can stay under your existing cloud agreement.

Can you roll out Claude Code to our developers?

Yes. We set up project instructions, shared commands, permission rules and a review workflow, then train your team on using it well.