AI Intelligence Layer

Turn your data into an interface your team can actually query.

We build custom AI layers on top of your existing data systems — scraped datasets, operational records, marketplace data, internal databases. Not a generic chatbot. Your data, your vocabulary, your questions.

What we build

  • Natural-language Q&A — ask questions in plain English, get answers grounded in your actual data. No SQL required. No analyst bottleneck.
  • AI-enriched metadata — automatically classify, tag, and score records using LLMs trained on your domain. Turn raw rows into structured intelligence.
  • Auto-generated briefings — weekly or monthly summaries generated from your data. Trends, anomalies, and recommendations delivered to your inbox.
  • On-demand dashboards — prompt-built visualizations that answer the question you're asking right now, not the one you anticipated three months ago.
  • Agent workflows — automated monitoring, alerting, and action pipelines. The AI watches your data and flags what matters before you ask.

20 years of production data systems

We've been shipping scrapers, pipelines, and backend integrations since 2005. Modern LLMs are a force multiplier on that infrastructure — and we know how to ground AI in real data rather than letting it hallucinate.

Off-the-shelf AI dashboards don't know your business. We build the exact question interface your team needs, with your vocabulary, connected to your specific data sources.

How we start

Low-risk pilot. Pick one dataset or one dashboard. We build a working proof of concept in under two weeks for $1,000 to $2,000. You evaluate it with real data before committing to a full build.

  1. Discovery — 30-minute call. We learn your data, your team's questions, and what "useful" looks like for you.
  2. Pilot — a working AI interface on one slice of your data. Real output, not a demo.
  3. Production build — full system: data connectors, embeddings, retrieval layer, UI, monitoring.
  4. Operation — we maintain the pipeline, retrain on new data, adjust to schema changes.

When this is the right fit

  • Your team asks the same data questions repeatedly and waits for an analyst
  • You have structured data that nobody queries because the SQL is too hard
  • You want trend monitoring without building dashboards for every possible scenario
  • Your scraped or extracted data is valuable but underutilized
  • You've tried generic AI tools and they don't understand your domain

Ready to add intelligence to your data?

Tell us about your data and the questions your team keeps asking. We'll scope a pilot.

Start a conversation