AI Forge by NKK Innovations
Spotlight publishes frameworks, whitepapers, reports, blogs and guides. ThinkTank publishes industry playbooks with workbooks. Both carry the sources behind them so you can check the work.
What AI Forge is
AI Forge advances responsible AI adoption and enterprise AI maturity through two arms. Spotlight publishes our research: frameworks, whitepapers, reports, blogs and guides. ThinkTank publishes industry playbooks with workbooks.
We don't just implement AI. We help shape how organizations think about, adopt, govern and scale it.
Spotlight
Structured models for deciding where AI belongs in the business and how to sequence it.
Spotlight
Roles, controls and review points mapped to the regulations and standards that apply.
ThinkTank
One industry challenge per playbook: impact, solution framework, roadmap and a printable workbook.
Spotlight
Long-form analysis where every figure traces to a numbered, dated source.
Spotlight
How teams move from a pilot to production, and then to habitual use.
Spotlight
Layered designs for agentic systems, knowledge platforms and their controls.
Spotlight
Hands-on, provider-agnostic write-ups for the people who build.
Spotlight
A read on what is changing in AI, separated from what is only being announced.
Two arms
Research and practical writing
Frameworks, whitepapers, blogs, reports and guides on enterprise AI. Dated and cited. Blogs and guides are open to read; whitepapers and reports come as PDFs.
Industry-led
Applied AI cases by industry: the challenge, the business impact, what other sectors learned and a solution framework, with a printable workbook.
Latest
Debug RAG bottom-up: corpus, candidate recall, rank and cut, context use, answer shape, authorization. A sourced guide to chunking, hybrid search, reranking, evaluation and permissions, with five NKK models.
The published failure rates for AI and agent projects measure different things. Here is what the evidence supports, why pilots stall, and a six-gate scorecard for deciding what earns production funding.
NKK argues that much of RAG's headroom sits upstream of the model; no public source sizes the share. Four principal NKK models for readiness, pattern choice, trust and failure triage, built on cited evidence.
AI use is broad but shallow. This paper turns adoption and change research into four NKK models: an Adoption Ladder, Four Locks diagnostic, Task Frontier Map and Shadow-to-Sanctioned loop, with metrics.
Community
The ThinkTank industry playbooks are open to practitioners, researchers and students who want to help shape which cases are studied next. Apply to contribute and tell us where you would add the most.
One email per publication: the finding, why it matters, and the link.
