AI Integration & APIs

World-Class AI,
Inside Your Product

We integrate frontier AI models — from OpenAI to Anthropic to open-source — into your existing applications and workflows. Secure, observable, compliant, and production-hardened.

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AI integration API connection diagram
What We Offer

Integration Services

🤖

LLM API Integration

OpenAI, Azure OpenAI, Anthropic Claude, Google Gemini, and open-source models via Ollama or vLLM. We pick the right model for your use case and budget.

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Semantic Search & Embeddings

Replace keyword search with semantic understanding. We build vector search pipelines using pgvector, Pinecone, Weaviate, or Qdrant — fast, scalable, and relevance-ranked.

✍️

Prompt Engineering & Optimisation

System prompts, few-shot examples, chain-of-thought, tool use, structured output formatting. We tune prompts to maximise accuracy and consistency.

🛡️

Guardrails & Safety

Input/output validation, PII redaction, harmful content filtering, hallucination detection, and output grounding. Production AI needs guardrails.

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Observability & Audit Logging

Every LLM call logged and traceable. Latency monitoring, cost tracking, and quality metrics dashboards. Full audit trail for regulated industries.

Caching & Cost Optimisation

Semantic caching, request batching, model routing by complexity, and token budget management. Slash your AI API costs without sacrificing quality.

🖥️

AI-Powered Application Development

Custom web, mobile, and SaaS platforms built AI-first. We take you from rapid prototype to production MVP with AI at the core — not added as an afterthought. Fast to market, built to scale.

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Data & Systems Integration

Connect CRM, ERP, document stores, and data warehouses so your AI has reliable, enterprise-grade context and business data.

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Agent Orchestration

Coordinate multiple AI tools, APIs, and human workflows into dependable multi-step automation that executes business processes end to end.

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Enterprise Security & Compliance

Secure API gateway patterns, encryption at rest and in transit, access controls, and compliance-ready data handling for regulated environments.

Platforms

Platforms & Models We Work With

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OpenAI

GPT-4o, GPT-4o-mini, o3, Whisper, DALL·E, Embeddings

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Azure OpenAI

Private deployments, EU data residency, enterprise SLA

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Anthropic Claude

Claude Sonnet, Opus — long context, nuanced reasoning

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Google Gemini

Gemini 2.5 Pro, multimodal reasoning, Google Workspace

Open Source

Llama 3, Mistral, Gemma, Phi — self-hosted, zero data egress

FAQ

Common Questions

It depends on your latency, accuracy, cost, and data residency requirements. We run benchmarks on your specific use case — there's rarely a single right answer, and the landscape changes fast. We help you pick the current best option and make it easy to switch later.

We apply PII redaction before data leaves your perimeter, use data processing agreements with providers, prefer EU-resident endpoints where available, and recommend self-hosted models for the most sensitive workloads.

Yes. We've integrated LLMs into Salesforce, SharePoint, ServiceNow, custom web apps, Slack, Teams, and bespoke internal platforms. If it has an API or webhook, we can connect it.

Need Help Choosing and Integrating the Right AI?

We've done this across dozens of stacks. We'll help you avoid the expensive mistakes and get to production fast.

Talk to Our Engineers