AI Integration Services
The gap between a working AI prototype and a production system is where most projects fail. We build integrations that handle real data, at real volume, with real error handling.
Document Processing
PDFs, emails, and contracts into structured data
Workflow Automation
AI decision layers across your business systems
Reporting & Analytics
AI-powered insights from your existing data
Content Pipelines
Automated generation with quality controls
No Vendor Lock-In
AI platforms change pricing, deprecate models, and shift terms without warning. Building your product on a single provider means inheriting their risks.
We architect AI integrations to be provider-agnostic. Swap models, switch vendors, or run multiple providers in parallel without rewriting your application.
What We Build
Content Generation Pipelines
Automated content creation systems that process at volume. Structured pipelines with quality controls, human review gates, and publishing integrations connected to your CMS or platform.
Lead Scoring & Routing
AI-powered analysis of form submissions, inbound inquiries, and customer interactions. Scoring, classification, and automatic routing to the right team or workflow based on intent and urgency.
Document Processing
Turning unstructured documents (PDFs, emails, contracts, invoices) into structured data your systems can use. OCR, entity extraction, classification, and integration with your existing data layer.
Reporting & Analytics
Custom dashboards that use AI to surface insights from your data. Natural language querying, summarization, and anomaly detection connected to your existing data sources.
Workflow Automation
Cross-platform integrations that use AI as a decision layer. Connecting CRMs, ERPs, project management tools, and custom applications with intelligent routing and processing.
How We Build It
Every AI integration starts with the business problem, not the technology. We identify what you're trying to accomplish, assess whether AI is the right tool for it, and design a solution that fits your existing stack.
Platform-agnostic. We work with OpenAI, Anthropic Claude, and Google Gemini. We choose the right model for the task based on capability, cost, and latency requirements, not vendor preference.
Built into your stack. AI integrations connect to your existing systems. Custom applications, headless frontends, APIs, databases, and even WordPress . We build the bridge between the AI layer and your business infrastructure.
Production-grade. Error handling, rate limiting, fallback logic, monitoring, and cost controls. Every integration is built to run without intervention, not just to pass a demo.
When AI Projects Need Rescue
If you started an AI project that stalled, we handle that too. Common scenarios include:
- A prototype that works in a notebook but fails with production data
- An integration that was built without error handling or monitoring
- A pipeline that hallucinates or produces inconsistent results
- An AI feature that was shipped without cost controls and is now too expensive to run
- A vendor-built AI tool that nobody on your team can maintain
We audit the existing work, diagnose the failure points, and either fix what's there or rebuild it correctly. See Project Rescue for how that process works.
How We Work
Engagements are scoped against concrete deliverables. We define what the integration will do, how it connects to your systems, and what production-ready means for your use case.
Engagements are handled directly by Andrew Miller, with hands-on experience building AI integrations across content, lead analysis, document processing, and cross-platform automation.
Other Services
Let's Build Something Smart
Free Consultation
Tell us what you're trying to automate. We'll scope the integration and outline what it takes to ship.
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