The GenAI Divide: State of AI in Business 2025
95% of enterprise GenAI pilots fail to reach production; the gap is integration and workflow, not model quality.
Read →Research
Supporting Research
The evidence behind the architecture.
Independent papers and reports on the patterns Koheriant deploys.
Why enterprise AI stalls
AI at Work 2024: Friend and Foe
Roughly a quarter of executives report material value from generative AI; the rest remain stalled in pilot.
Read →Competing in the Age of AI
AI requires re-architecting the operating model; bolting AI onto legacy workflows produces marginal gains at best.
Read →Orchestration & multi-agent systems
AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Multi-agent conversation frameworks coordinate complex workflows that single agents cannot complete reliably.
Read →Building Effective Agents
Most production agent systems combine simple, well-scoped workflows; complex autonomy is rarely the right default.
Read →The harness, not the model
ReAct: Synergizing Reasoning and Acting in Language Models
Interleaving reasoning traces with tool actions outperforms either alone — the harness shapes the outcome.
Read →Artificial Intelligence Index Report 2025
Frontier model capabilities are converging; enterprise differentiation increasingly comes from orchestration and integration, not model choice.
Read →RAG & retrieval
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
Combining parametric memory with non-parametric retrieval outperforms either approach alone.
Read →Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection
Self-reflective retrieval improves accuracy and reduces hallucination over standard RAG.
Read →Knowledge graphs
From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Graph-structured RAG outperforms vector-only RAG on global summarization across enterprise corpora.
Read →Data sovereignty & governance
AI Risk Management Framework (AI RMF 1.0)
Establishes the govern, map, measure, and manage functions for trustworthy AI deployments.
Read →The state of AI: How organizations are rewiring to capture value
High-performing organizations treat AI as a workflow rewire, not a tool deployment; data residency and integration sit at the center.
Read →Agentic workflows
Generative Agents: Interactive Simulacra of Human Behavior
Agents with persistent memory and planning loops produce coherent autonomous behavior over long horizons.
Read →Reflexion: Language Agents with Verbal Reinforcement Learning
Self-reflection over past trajectories improves agent task completion without parameter updates.
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