Insights on enterprise AI, on-prem deployment, and regulatory compliance.
Written for the people who'll have to defend this in an audit.
Why your DPDPA compliance strategy needs an AI chapter.
DPDPA Phase 3 binds on 13 May 2027. Most published compliance plans treat AI as a footnote — and the section that addresses model training, cross-border inference, and Processor-vs-Fiduciary classification doesn't exist yet. Here's what it should contain.
The real 5-year TCO of ChatGPT Enterprise for 50 users in India.
A line-by-line breakdown: per-seat cost, INR conversion exposure, output-token inflation, and the per-call costs nobody quotes upfront.
Apache 2.0 vs Llama licence: what Indian enterprises need to know.
Why Llama 3's AUP §2.c, Mistral MRL's redistribution clause, and Gemma's remote-restriction clause matter the moment you ship a paid product.
On-prem LLM deployment: Mac Mini vs GPU server for 32B models.
When the M4 Pro is enough; when you actually need an L40S. Benchmarks on Qwen 3 32B at 8K context across three hardware tiers.
RBI IT Outsourcing Direction: what it means for AI vendors.
Section 11(g) source-code escrow, Section 16(m–o) audit rights, Section 17(8) 6-hour incident reporting — clause-by-clause for cloud LLM and on-prem AI vendors.
Fine-tuning vs RAG: when each makes sense for regulated data.
Behaviour shaping vs citation grounding. Why the answer is almost always "both" — and how to size them against your data churn rate and audit obligations.
Reading the RBI FREE-AI framework as a vendor.
What the August 2025 consultative paper signals about the binding guidance to come — and which vendor positions survive the hardening.
Schedule M revised 2024: what ALCOA+ means for AI outputs.
Attributable, Legible, Contemporaneous, Original, Accurate — and the four plus-attributes. What each clause demands when the "operator" is an LLM, not a person.
Data locality is a feature, not a tax.
The argument that data-residency requirements slow AI adoption assumes the cloud is the cheap path. For regulated workloads, on-prem is the cheap path — and the cost of cloud's optionality is the lawsuit you didn't see coming.
No posts in this category yet.
View all posts →