Packages

Enterprise RAG Engagements

Four ways to work together - from a 2-week readiness audit to a full platform build. Scope is fixed. Outcomes are measurable. Pricing is scoped on the call based on your document volume, compliance posture, and integration complexity.

RAG Readiness Audit

For enterprises who know they need this but don’t know where to start.

Duration
2 weeks
Ideal forFirst engagement · Low commitment · Converts to pilot in ~60% of cases
  • Content inventory & classification of your document ecosystem
  • Top 3 highest-ROI use cases identified
  • Data security & compliance assessment
  • Phased architecture recommendation
  • 25-page written report + 60-min walkthrough call
Start with an Audit→

RAG Pilot Build

One use case, one document set, shipped to production.

Duration
6-8 weeks
Ideal forTeams ready to commit to one clear use case · Up to ~10,000 documents
  • Hybrid retrieval (BM25 + vector search) with reranking
  • Inline citations with source links on every answer
  • Basic UI OR Slack / Microsoft Teams integration
  • AWS deployment with monitoring & logging
  • 2 weeks of post-launch support
Scope a Pilot→

Enterprise RAG Platform

The full commitment. Multi-source, role-based, production-hardened.

Duration
3-4 months
Ideal forOrganizations standardizing on an internal knowledge platform
  • Multi-source ingestion: SharePoint, Confluence, Google Drive, S3, databases
  • Role-based access control & audit logs
  • Metadata filtering & dynamic permission-aware retrieval
  • LangGraph agents for multi-step retrieval workflows
  • Evaluation harness + monitoring dashboards
  • Feedback loop for continuous improvement
  • Custom integrations (3-5 included)
  • Team handover training
Discuss Platform Build→

Fractional AI Architect

For teams already building but stuck.

Duration
2 days/week · 3-month minimum
Ideal forIn-house teams that need senior architectural guidance without a full-time hire
  • Weekly architecture reviews
  • Hands-on implementation guidance
  • Code review & PR feedback
  • Team upskilling sessions
  • Direct Slack access during engagement days
Request Availability→

What Outcomes Look Like

A Representative Engagement

An illustrative scenario based on patterns I see across compliance and document-heavy teams - the kind of result a Pilot Build is scoped to deliver.

A mid-sized fintech compliance team was spending 22 hours a week searching through 8,000 regulatory documents and internal policies to answer routine advisor queries. A RAG pilot with citations, shipped in 7 weeks, would target:

Query time6 min → 8 sec
Analyst hours saved~22 hrs/week
Time to production7 weeks
Answer accuracy target≥94% with citations

Illustrative scenario. Actual outcomes depend on document volume, corpus quality, and integration scope - all of which we'll map in the audit.

Voices

What Clients Say

Ajay architected our agent workflow in 3 weeks - what our internal team had stalled on for 3 months. He thinks in systems, not prompts.
- CTO, B2B SaaS · 40 employees
We needed a RAG system that wouldn’t hallucinate on regulatory content. Ajay delivered one with full citations and 94% accuracy. Our compliance team finally trusts AI output.
- Head of Compliance, Fintech
Clear communicator. Ships production code, not demos. The architecture decisions he made early saved us from a 6-month rewrite later.
- Engineering Manager, Enterprise SaaS

FAQ

Questions Enterprises Ask Before Engaging

How do I know the answers won’t hallucinate?

Every answer includes source citations linked back to the exact document and section. The system is designed to say "I don’t know based on your documents" rather than fabricate. I also deliver an evaluation harness that lets your team score answer accuracy on an ongoing basis - so you have measurable confidence, not blind trust.

Does my data go to OpenAI, Anthropic, or any third party?

It depends on the deployment model you choose. I support three options: (1) fully self-hosted open-source models in your VPC, (2) enterprise API tiers (OpenAI / Anthropic / Azure OpenAI) with zero-data-retention agreements, or (3) hybrid setups. I’ll recommend the right tier during the audit based on your compliance requirements. Your raw documents never go to a model provider without your explicit approval.

Can it connect to SharePoint / Confluence / Google Drive / our internal systems?

Yes. Standard connectors exist for SharePoint, Confluence, Google Drive, Notion, S3, and most SQL/NoSQL databases. Custom integrations (3-5) are included in the Enterprise Platform tier. For the Pilot tier, we pick one source to keep scope tight.

What does "production-grade" actually mean?

Monitoring, logging, alerting, auto-scaling, access control, audit trails, evaluation harness, and documented runbooks. Not a Jupyter notebook with a Streamlit demo. Every engagement ends with your team able to operate and extend the system without me.

What if we already have a RAG system that isn’t working?

Start with the Audit ($3,500). In 2 weeks I’ll tell you exactly what’s failing - usually it’s chunking strategy, retrieval quality, or lack of reranking - and whether it’s worth fixing or rebuilding. About 40% of audits result in "fix it," the rest in "rebuild with a cleaner foundation."

How quickly can we start?

Audits can usually start within 1 week. Pilot builds require a 2-week scoping window. Platform builds require alignment with your internal teams and usually start 3-4 weeks out.

Next Step

Ready to scope an engagement?

Book a 60-minute strategy call. No sales pitch - just honest, actionable direction.

Book a Strategy Call