AI That Actually Does Something
Smart classification, scoring, evaluation, and content generation — AI integrated where it adds real value, not as a marketing checkbox.
Most AI implementations are solutions looking for a problem. We take the opposite approach: identify the bottleneck first, then apply AI only where it meaningfully outperforms a simple rule. The result is automation that's fast, predictable, and cost-effective — using AI models like Claude and GPT where they shine, and rule-based logic where it's better.
What We Deliver
Response Classification
Automatically categorize incoming messages, emails, or form submissions. Detect intent, sentiment, and urgency — route each item to the right workflow without human review.
Lead & Opportunity Scoring
AI-powered scoring that evaluates leads, candidates, or opportunities against your criteria. Surface what's worth your time and deprioritize what isn't.
Content Generation
Automated email responses, proposal drafts, report summaries, and personalized messaging. AI writes the first draft, you approve and send.
Intelligent Automation
AI decision layers wired into your existing workflows. Evaluate, classify, and route without building a separate AI product — just smarter automation.
Who Is This For
High-Volume Communication
You receive hundreds of emails, messages, or submissions daily and need them classified and routed without a human reading each one.
Evaluation & Screening
You need to score, rank, or filter large volumes of data — leads, applications, candidates, proposals — against consistent criteria at scale.
Content-Heavy Operations
Your team writes the same types of emails, reports, or responses repeatedly. AI can draft them in seconds, personalized and on-brand.
Why Work With Us
We've built production AI systems that process thousands of items daily — classification, scoring, and generation in live environments, not demos.
AI where it adds value, rules where they're better. Our response classifier uses zero AI cost per email by using smart rule-based logic for predictable categories.
We optimize for cost. No unnecessary API calls, no over-engineered model chains. You get the output you need without the surprise invoice.
Every integration includes monitoring and fallback logic. When the AI isn't confident, it flags for human review instead of guessing wrong.
Ready to Put AI to Work?
Tell us what you're working with and where the pain is. We'll tell you what's possible.