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AI Strategy & Roadmaps
Turn AI from buzz to business value. We identify high-ROI use cases, deliver fast MVPs, and define governance & cost models that scale.
- Opportunity mapping tied to KPIs & owners
- Decision tree: RAG vs. fine-tune vs. buy vs. wait
- 90-day MVP β production plan with milestones
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MLOps & Platform Engineering
From notebooks to production: CI/CD for models & prompts, observability, rollbacks and spend guardrailsβby default.
- Feature & vector pipelines with data quality checks
- Autoscaled inference (CPU/GPU), caching & A/B deploys
- Model/Prompt registry, approvals & audit trail
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LLM Fine-Tuning & Hosting
Domain-tuned LLMs with measurable quality, latency and cost. RAG first; fine-tune where your data truly justifies it.
- Curated corpora, chunking, embeddings & retrieval evals
- LoRA/SFT pipelines, safety guardrails & red-team tests
- vLLM/TGI serving, autoscaling & budget caps
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Custom Model Development
Built for your domainβagri CV, legal retrieval, fraud analytics. Production-grade APIs with explainability and ops.
- CV pipelines & mobile capture (agriculture)
- Legal RAG with citations, redaction & auditability
- Streaming features, graph signals & analyst feedback
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Support & Training
Enable your team to own the stack: hands-on workshops, playbooks and SLAs for production.
- Shadow-to-ownership delivery
- Reusable labs & prompts/RAG patterns
- Runbooks, dashboards & checkpoints