Internal Employee Q&A
HR policies, IT setup, engineering standards, marketing playbooks — one place to ask, cited answers every time.
A RAG-powered knowledge agent that answers from your real documents, cites its sources on every answer, and respects your access controls — private, accurate, and yours.
Delivered in 1–2 weeks by a single specialist. Every answer verifiable in one click.
Generic AI is confident and often wrong. A real RAG agent is grounded, cited, and safe to put in front of employees and customers.
Six deliverables that turn scattered docs into a queryable, cited, access-controlled knowledge system.
PDFs, wikis, Notion, Google Drive, Confluence, and more — ingested, chunked, and embedded properly for accurate retrieval.
Pinecone, Weaviate, or pgvector — set up in your account with the right indexing, sharding, and backup strategy.
Hybrid search (semantic + keyword), reranking, and query rewriting — tuned per your content type for maximum accuracy.
Every response ships with a citation link to the source doc, page, and section — verifiable in one click.
Team-based access, role scoping, and per-document permissions — sensitive docs stay sensitive.
Docs updated in Notion / Google Drive / Confluence auto-reindex — the knowledge base is always current.
Anywhere accuracy and citations matter more than a chatty personality — that's where RAG earns its keep.
HR policies, IT setup, engineering standards, marketing playbooks — one place to ask, cited answers every time.
Turn your help center into a conversational assistant — customers self-serve at a much higher rate.
Policies, contracts, regulations, and precedent — cited answers safe enough to trust in regulated industries.
Product specs, competitor teardowns, pricing, and case studies — rep hits every call with instant, accurate answers.
Code standards, architecture decisions, runbooks, and postmortems — the tribal knowledge finally searchable.
PRDs, user research, roadmaps, and past experiments — searchable in seconds, cited to source.
Every past deliverable, methodology, and client engagement — junior consultants get senior-level context instantly.
Course materials, syllabi, and reference texts turned into a cited Q&A agent for students and staff.
Every RAG agent is built on production-grade vector infrastructure — deployed in your account, not mine.
The three top vector databases — Pinecone for managed simplicity, Weaviate for hybrid search, pgvector for self-hosted control.
Best-in-class LLMs for answer generation, chosen per accuracy and cost profile — model swappable at any time.
Battle-tested RAG frameworks for chunking, retrieval, reranking, and query rewriting — production-grade retrieval.
Native auto-sync from the tools your docs already live in — no manual re-uploads when content changes.
Fully self-hosted RAG on your VPC or on-prem — for regulated industries or ultra-sensitive data.
OpenAI, Cohere, Voyage, or open-source embeddings — chosen per language, domain, and cost profile.
Aggregate outcomes from recent RAG engagements.
The stack I ship on — configured properly, exportable, and yours forever.
Real feedback from real knowledge-base deployments — internal ops, support, and compliance.
"Deployed in under two weeks, handling 78% of inbound instantly. Support headcount stayed flat while revenue doubled."
"Fixed price, honest scope, and every credential in my name. Best AI money I've spent — no lock-in anywhere."
"Cited answers, not hallucinated ones. That single detail turned a 'nice-to-have' into a compliance-safe tool."
"One specialist, weekly Looms, no ticket queue. It felt like an in-house engineer for a fraction of the cost."
"Multilingual out of the box and integrated with our stack cleanly. Global support without hiring a global team."
Eight ownership-first deliverables — the whole RAG stack in your accounts, no third-party leakage.
A written scope agreed up front — no hourly billing, no surprise change orders halfway through.
Ingestion scripts, chunking configs, retrieval prompts — all delivered to your repo, nothing hidden.
Pinecone, Weaviate, or pgvector — the database lives in your account with your data, not mine.
Every answer ships with a citation to the source document — verifiable in one click, never a black box.
Fully built, tested, and deployed to your environment — not a demo, not a Jupyter notebook prototype.
A recorded walkthrough of every component plus written docs so your team can run it without me.
Thirty days of tweaks, prompt tuning, and small revisions included — no ticket queue, direct message to me.
Every model, tool, and provider is swappable — no proprietary black boxes, no forced retainers.
A 45-minute call to map the highest-ROI agent for your business — what it should do, the data it needs, and how it integrates.
I design the agent — model selection, prompt strategy, tools, guardrails — and send a fixed-price scope with timeline.
I build the agent, connect it to your data and tools, and stress-test it against real scenarios and prompt-injection attempts.
We go live with monitoring in place, plus a Loom walkthrough, documentation, and 30 days of tuning included.
Not a generalist. My practice is production RAG — chunking, hybrid search, reranking, and citation done right.
No hallucinations, no 'trust me' answers — every response links back to the source doc, verifiable in a click.
Not six months. Focused RAG agents ship in under two weeks — because the knowledge is scattered right now.
Your data stays yours. Access rules respected. Self-hosting available for regulated industries.
You message me directly. Every embedding pipeline tuned by the person you hired, every retrieval fix run by them.
Every package is fixed-price and fixed-scope. No hourly billing, no mid-project surprises.
Three levels that scale from a starter knowledge base to a fully self-hosted, access-controlled enterprise deployment.
Not sure which fits? Book a 20-minute call. I'll recommend the smallest scope that actually solves your bottleneck.
Everything in this build connects to the wider website, conversion, and AI stack I ship for clients.
One short email each week — proven tactics, AI workflows, and case-study breakdowns you can apply the same day.