I build workflow software around existing systems. Structured data is queried directly through a deterministic SQL or NoSQL layer. Retrieval is conditional, scoped to unstructured notes, docs, logs, and comments only when records cannot fully answer the query.
This is not a full audit, implementation plan, or strategy call. It is a fast filter so neither side wastes time.
Founders and operators who want a working sample before committing to a larger build.
Best for internal docs search, lead routing, support triage, invoice/admin workflows, CRM cleanup, and operational dashboards.
MVP work is scoped separately because product builds vary more than workflow fixes.
I can be the implementation partner for agencies and operators who need AI search, workflow software, dashboards, or internal-tool builds without hiring a full internal technical team.
DISCUSS PARTNERSHIPThe build works with your CRM, docs, email, support queue, billing system, database, or internal admin app. It sits on top of existing systems instead of replacing core software.
LLMs are not allowed to quietly guess. Structured records are queried deterministically; weak retrieval, missing fields, ambiguous inputs, and risky actions route to review so operational data stays intact.
Handoff includes source code, architecture notes, setup instructions, and a clear path for your team or another developer to maintain the system.
Structured identifiers filter notes, messages, tickets, PDFs, logs, and API references before retrieval runs. Retrieval is a conditional step, not part of the default query path.
The stack is chosen for lean teams, not for hype. If the existing backend supports embeddings, no separate vector database is required.
Start with one workflow. If it is not worth building, I will tell you.