AI-enabled operating layers
Agents, extraction, classification, copilots, and decision support — added where they create real operational leverage. Not demos, not pilots.
AI is not a product tier you bolt on to the home page. It is a delivery method for capabilities you already need — extraction, classification, decision support — applied where the operational leverage is real.
When I add AI
- Repetitive reasoning work that used to require a senior operator.
- Workflows with enough volume that a 5–10× speedup compounds.
- Decisions where the cost of the error is containable and auditable.
When I push back
- Demos and pilots without a downstream owner.
- Chat interfaces added to products that already know what the user wants next.
- AI dressed up as the feature when what you actually need is AI as the delivery method.
Autonomous workflow agents
The repetitive, high-volume work done without a human in the loop. Think audits across 77 client sites, or enrichment pipelines turning 2,000 raw leads into 155 qualified M&A targets.
Internal tools and portals
ToolJet, Retool, or custom. The operational UI your team actually lives in: what's running, who owns it, and what needs attention.
n8n / Make workflows with AI nodes
Low-code automation with LLM decision nodes. Business logic that adapts to context, not rigid if-then.
Python agents with tool-calling
Custom agents reaching your databases, APIs, and document stores. Built in your stack, documented for your engineers to maintain and extend.
Clean handoff
Architecture notes, runbooks, and pairing sessions so the capability stays when I leave. No silent vendor lock-in.
- Autonomous audit agent processing 77 client sites — 9 months running without major intervention.
- M&A enrichment pipeline: 373 companies scored, 155 qualified targets — 2 months of build.
- Meeting-prep pipeline: transcript → structured note → CRM update, hands-off.
- 40-hour weekly process reduced to ~2 hours of supervised review.
- Shipped in weeks, not quarters, when the problem was scoped correctly. A fraction of the usual project weight.