AI integration development

Useful AI features designed around your product, data, and users

I integrate Claude and OpenAI where they can shorten a real workflow: drafting, extraction, classification, assistance, or structured generation. Outputs are constrained, validated, observable, and editable instead of being treated as automatically correct.

Problems I solve

Where I can make the biggest difference

01

The AI feature is still a vague idea

Turn a broad AI requirement into a focused workflow with measurable value, explicit inputs, and safe fallback behavior.

02

Model output is inconsistent

Use schemas, application-data validation, retries, and review states so generated output can be trusted appropriately.

03

Costs and failures are invisible

Add server-side key handling, usage controls, timeouts, logging, and clear user-facing states for slow or failed requests.

Deliverables

What you can bring me in to deliver

  • Claude API and OpenAI API integration
  • Structured outputs with schema and application-data validation
  • Streaming responses and responsive loading/cancellation states
  • Prompt and context architecture tied to product workflows
  • Editable drafts, approval steps, and safe fallback behavior
  • Usage limits, error monitoring, and cost-aware implementation

Development process

Clear decisions, reviewable progress, fewer surprises

  1. 01

    Validate the use case

    Define what the model should assist with, what remains deterministic, and how success will be evaluated.

  2. 02

    Design context and contracts

    Specify trusted data, schemas, permissions, model boundaries, failure states, and human review requirements.

  3. 03

    Build and evaluate

    Implement the complete workflow and test representative inputs, edge cases, latency, cost, and output quality.

  4. 04

    Launch with controls

    Add monitoring, usage limits, fallbacks, feedback loops, and documentation for ongoing model or prompt changes.

Client perspective

Farhan combines technical expertise with a business-focused approach. He doesn't just build features; he thinks about usability, performance, and long-term value. That's exactly why I've brought him onto every company I've founded since: ethical.net, Fritz, Plum Village App, Ecommerce Platforms.
Catalin Zorzini

Catalin Zorzini

Founder · Lumination AI

FAQ

Questions about ai integration development

Do you work with Claude and OpenAI?

Yes. I choose between Anthropic and OpenAI models based on the workflow, required output, latency, cost, and integration constraints rather than defaulting to one provider.

Can AI output be made reliable?

It can be made appropriately dependable through constrained schemas, validation against real application data, retries, evaluation cases, and human approval for consequential actions.

Can you add AI to an existing WordPress or SaaS product?

Yes. I can integrate a focused workflow into an existing product while keeping API keys server-side and preserving the product's current architecture and permissions.

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Have a project that needs this expertise?

Send the scope, current state, timeline, and constraints. I usually reply within 1–2 business days.

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