Dipp AI Research · Volume I

The Enterprise Superintelligence Report

Published 10 August 2026. A field study of what enterprises actually deployed, what went wrong, and the architecture the evidence points to.

37 pages · 191 citations · Free to read

Executive summary — headline findings
Vol. I · p.3Executive summary — headline findings

Contents

  • 01

    The trust gap

    Production adoption at 78% against 28% traceability, and the incidents that followed.

  • 02

    Oversight theater

    Why Human-in-the-Loop fails under volume, bias, timeouts, and missing authority.

  • 03

    Human-in-the-Role

    Binding action to the authority of a named professional, enforced at execution.

  • 04

    The control plane

    Seven components across two layers, and the failure mode each one answers.

  • 05

    Protocols and fabric

    MCP, A2A, ACP, and why interoperability is not authorization.

  • 06

    Economics

    The Big Model Fallacy, a 4,500× price spread, and verified execution as the unit of value.

  • 07

    Standards and outlook

    Regulatory regimes, benchmark gaps, and where accountability settles next.

Headline findings

What the 2026 data showed

78%

of enterprises run agents in production

p.2

54%

reported an agent-related incident

p.2

34.8%

of AI traffic carries sensitive data

p.24

4,500×

price spread across models and providers

p.25

Selected figures

Straight from the report

Documented incident case study
Vol. I · p.5Documented incident case study
Automation bias: measured accuracy under wrong advice
Vol. I · p.6Automation bias: measured accuracy under wrong advice
Incident-to-component mapping
Vol. I · p.8Incident-to-component mapping
Two letters, one regulation
Vol. I · p.10Two letters, one regulation
Vendor training-policy comparison
Vol. I · p.24Vendor training-policy comparison
Orcher Component Schematic v1
Vol. I · p.19Orcher Component Schematic v1

Read it, cite it, challenge it.

Vol. I is free to read and intended to be argued with. If you have a counter-citation, send it.