Ai Consulting Services
AI Consulting Services
I help startups and enterprises move from AI proof-of-concept to production.
I am Saurav Kumar, Founder and CEO of xAGI Labs, a two-time Y Combinator founder, and an applied AI engineer focused on LLM products, data pipelines, and agentic systems that improve business outcomes.
Who I Work With
- Founders who need a practical AI roadmap, not generic AI advice.
- Product and engineering teams shipping LLM features under cost and reliability constraints.
- Companies that have an AI demo but need production architecture, guardrails, and measurable ROI.
What I Can Help You Build
1. AI Product Strategy and Feasibility
- Identify high-leverage use cases for your business.
- Validate technical feasibility before major spend.
- Prioritize roadmap by impact, implementation risk, and time-to-value.
2. End-to-End LLM Engineering
- LLM fine-tuning and domain adaptation.
- Retrieval and knowledge pipelines for private data.
- Agent workflow design, evaluation, and failure handling.
- Cost and latency optimization for production inference.
3. Fractional CTO and Technical Advisory
- Build-vs-buy decisions across model providers and tooling.
- Hiring plan and execution standards for AI teams.
- Architecture reviews for reliability, safety, and scale.
Relevant Background
- Founder and CEO, xAGI Labs.
- Two-time Y Combinator alumnus (2019, 2020).
- Two startup exits (Likeo, Facecrop).
- Featured on Google DeepMind and Stripe Developers.
- Former Amazon engineer (video compression models).
Locations and Engagement
- Based in Bangalore, San Francisco, and Delhi.
- Available for short advisory engagements and hands-on implementation.
- Remote-friendly with async collaboration.
Frequently Asked Questions
What kind of companies should reach out?
Seed to growth-stage startups and enterprise teams building LLM-enabled products, internal copilots, or domain AI workflows.
Do you only advise, or do you build too?
Both. I do strategic advisory and hands-on engineering depending on your team setup and timeline.
Can you help with an existing AI system that is underperforming?
Yes. A common engagement is auditing an existing system and improving quality, reliability, and cost-efficiency.
Do you work as a fractional CTO for AI?
Yes. I support founder-led teams that need senior technical guidance without a full-time executive hire.
Do you support multi-model setups (OpenAI, Anthropic, open models)?
Yes. I help design provider-agnostic architectures with routing and fallback strategies when appropriate.
How do I start?
Book a discovery call to align on goals, constraints, and scope: Book a call
Contact
- Email: stomatrix@gmail.com
- LinkedIn: Saurav Kumar