primary offer / 300-500k RUB
AI Readiness & ROI Audit
A 1-2 week diagnostic for companies that need to know where LLMs and agents can create measurable business value before spending months on another pilot.
Best fit
You have several AI ideas but no clear prioritization.
A demo works, but production ownership, data, risk, or ROI is unclear.
Leadership wants an AI roadmap grounded in business metrics, not hype.
You need an outside senior review before committing a team or budget.
What I check
Processes, bottlenecks, cost drivers, and business pressure.
Data sources, access model, freshness, sensitive data, and permissions.
Workflow shape: assistant, RAG, tool-using agent, automation, or platform need.
Security risks: prompt injection, tool misuse, data leakage, auditability.
Evals, observability, human handoff, cost control, and operating model.
Deliverables
Prioritized use-case map with ROI logic.
Readiness score for data, process, team ownership, and risk.
Build-vs-buy and architecture recommendation.
First pilot scope and 30/60/90-day roadmap.
Executive summary suitable for founders, C-level, product, data, and security leads.
process
How it runs
- Kickoff and problem framing.
- Interviews and artifact review.
- Use-case, data, workflow, risk, and ROI analysis.
- Review session with recommendations and next-step proposal.
Relevant background: Head of AI / AI Lead in banking context, production LLM systems, AI platforms, 30+ specialist teams, AI security publication, Python since 2013, infrastructure and local LLM/hardware work.