ADC Consulting · 2026

The State of
Agentic AI

Lots of soulsearching — but real results

Section 02 · The big question

Vibe-o-meter

Hyped Disillusioned time →
Disillusioned(but relieved)
Hyped(but somewhat scared)
Section 03 · What shapes my view

My triangle of influence

The discourseX / Twitter
My team25 consultants
Our clientsvarious industries
Edward
Me
Section 04 · Definitions

What is Agentic AI anyways?

Section 05 · The journey

What we've been building
(& seeing)

Early 2024 · Breakout

Simple RAG chatbots

Human Send Query Query AI Fetch last 3 messages Fetch context Vector DB Append query + last 3 msgs + context Generate Answer Answer Human
Agentic criteria
  • LLM
  • State last three messages
  • Tool-use if one counts retrieval as a single tool
  • Control-loop running deterministically through a graph
Late 2024 · Breakout

LLM-based workflows

Query Human Decide answer or refuse (hardcoded or LLM) AI Refuse How to answer Memory Vector DB Web search Answer Guardrails Check Variants • Decision hardcoded • Decision LLM • + rewrite & accept Answer to human Human
Agentic criteria
  • LLM decides and generates
  • State memory, but still shallow
  • Tool-use memory · vector DB · web search
  • Control-loop a guardrails rewrite loop — but mostly pre-wired
~2025 · Breakout

Design moves to the forefront

Agentic criteria
  • LLM decides and generates
  • State session memory, still shallow
  • Tool-use a handful of wired-in tools
  • Control-loop still a fixed, pre-wired flow
~Now · Breakout

Truly agentic systems

Human Send Query Upload docs Planning AI AskQuestion VerifyResources PresentPlan Plan / accept / reject Execution MCP – ProductInfo MCP – CustomerInfo ContactHistory Draft / accept / reject Result Human
Agentic criteria
  • LLM plans, reasons and decides
  • State memory, documents, evolving plan
  • Tool-use retrieve · generate · verify
  • Control-loop plans, acts, checks and retries on its own
Looking ahead · Breakout

What's on the horizon

Multi-agentsystems Long-term memory &cross-system memory Longer timehorizons Identity &Integrations Costs - Domain models, contextengineering, local hosting ROI - Measurement Trust - Reliability & Observability
Thank you

Let's build
what's next.

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