Code 7 Consulting

Custom AI Integrations

If it has an API, we can connect it to AI.

When the off-the-shelf doesn't fit your workflow, we build. Internal copilots, document pipelines, agent systems, RAG over your own data — engineered with the same discipline as the rest of your stack.

Service · Custom AI Integrations

What it does

In plain English.

  • Internal copilots for your team's daily work

  • RAG (retrieval) over your private documents

  • Multi-step agent systems

  • Document parsing, classification, extraction

  • Custom evaluations + safety guardrails

  • Production deployment with observability

How it works

From sign-off to live, with you in the loop.

  1. Step 1

    Discovery + eval design

    We define what 'working' means — the dataset, the metric, the acceptable failure modes — before we write a line.

  2. Step 2

    Prototype + measure

    Two-week prototype against your real data. We report quality, latency, and cost honestly.

  3. Step 3

    Production build

    Observability, guardrails, deployment. Same discipline as a payment system.

  4. Step 4

    Operate or hand off

    We can run it for you or document it for your team. Either way, you own the code.

Capabilities

What you get.

  • Model-agnostic

    OpenAI, Anthropic, open-source. We pick based on cost, latency, and quality — not a vendor relationship.

  • Evaluation-first

    We define the success bar before we ship. You get a benchmark report — not a vibes-based 'looks good.'

  • Production-grade infra

    Observability, error handling, retries, caching. The same engineering rigor you'd want from any other system.

  • Safety by design

    Guardrails on inputs and outputs. PII redaction. Audit logs. We document what the system will and won't do.

  • Human-in-the-loop where it counts

    Some decisions belong to a human. We design the handoff explicitly, not as an afterthought.

  • Cost-aware

    We model per-call cost upfront. No 'AI bills got out of control' surprises.

Integrations

  • OpenAI
  • Anthropic
  • Vercel AI
  • Pinecone
  • Weaviate
  • Postgres pgvector
  • LangChain
  • Inngest
  • Temporal

Don't see your stack? We integrate with most tools that have an API. We'll confirm in the audit.

How we engage

Start with the smallest thing that proves it works.

We begin with a Free AI Audit. If a pilot makes sense, we ship it in two to four weeks and tune it weekly. If the audit shows it won't work, we'll tell you — and you keep the report.

A recent result

A specialty-finance firm — what changed.

Internal contract-review copilot cut first-pass review time by 64%. Senior associates redirected to higher-value work.

See more case studies

Custom AI Integrations · FAQ

Common questions.

What if the prototype shows it doesn't work?

Then we tell you, and you don't spend production money on it. The prototype fee covers an honest read — including 'this isn't worth building.'

Who owns the model and data?

You own the code, the prompts, the evals, and your data. We never train on your data, and we never grant model providers training rights.

Do you run it for us long-term?

If you want. Or we can hand it to your engineering team with full documentation. We're not hostage-takers.

Free AI Audit

Book your free 30-minute AI audit.

We'll show you three places AI can save you money this quarter — yours to keep, no obligation, no slide deck.