Service
LLM Integration & API Development
Integrate large language models into your existing systems without the trial-and-error. We build reliable LLM-powered APIs with structured outputs, cost controls, and proper error handling.
01
Clean Integration, Not Messy Wrappers
We build proper API layers around LLM capabilities, with input validation, output parsing, rate limiting, and cost tracking. Whether you need to add AI features to an existing application or build a new API service, we create clean, well-documented endpoints that your engineering team can maintain and extend.
02
Multi-Model Strategy
Different tasks need different models. We design systems that route requests to the right model based on complexity, cost, and latency requirements. A simple classification might use a fast, cheap model while a complex generation task uses a more capable one. This approach cuts costs significantly while maintaining quality where it matters.
03
Structured Outputs and Validation
Raw LLM output is unpredictable. We build parsing and validation layers that ensure every response matches the structure your application expects. Using techniques like JSON-mode responses, schema validation, and retry logic with progressive prompting, we turn unreliable AI outputs into reliable API responses.
04
Cost Management and Observability
LLM API costs can spiral without controls. We build token tracking, budget limits, caching layers, and usage dashboards into every integration. You see exactly how much each feature costs, which prompts are inefficient, and where caching can reduce your bill. No surprise invoices from OpenAI.
What you get
Working with Clinton AI
Every engagement includes the fundamentals that make AI projects succeed.
- Every workflow step scored buy, augment, or build before anything gets written
- Systems built inside the tools your team already uses, not another platform
- Structured outputs with validation, so AI never invents facts unchecked
- Human sign-off preserved on every decision that matters
- Documentation and code that you own outright from day one
- Thirty days of post-launch support included in every build
Recommended starting point
AI MVP Build
Fixed quote, priced on scopeEnd-to-end AI product build in 4-6 weeks. Fixed scope, fixed price, milestone payments.
Client feedback
What clients say about working with Clinton AI
Verbatim from written client feedback across real engagements. Names withheld under NDA; the roles, the projects, and the results are real.
AI engineering
“He doesn't just build AI solutions, he designs reliable, scalable systems with clear workflows and a deep focus on quality. Clinton streamlined and automated several team tasks, significantly improving turnaround time and overall results. I highly recommend Clinton to any company looking for someone who truly owns the work and builds AI the right way.”
Reg
Client Success Head, Fortune 100 company
Sales pipeline automation
“This is very clear and I appreciate you simplifying it based on how we'll operate day to day. The structure looks great, especially with the separation of lead alerts, sales, production, delivery. No adjustments from my side. Please proceed with wiring the automations and onboarding the team.”
Founder
SaaS sales-ops startup, Australia
AI workflow automation
“Clinton was a great partner in helping us streamline some of our AI automation workflows. He was responsive, solution-focused, and flexible as our needs evolved. Would happily work with him again!”
Alex
Founder, AI automation client
Market research and analysis
“Expertly delivered analysis and research. Clinton delivers high quality work. Would happily work with him again. Thank you.”
James
CEO, technology company
Ready to talk through your project?
Book a free 30-minute discovery call and we'll give you an honest assessment of how AI can help here.
Book a Discovery Call