Published September 15, 2026 | Version v1
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Beyond the Imitation Game: The Blueprint for Corporate AI Success

Description

Passing the Turing Test is cool. Not hallucinating EBITDA in front of the board is cooler.

Most enterprise AI pilots crash because companies run on exact ledgers, not statistical vibes.

This report lays out the architecture to actually make it work: the "Enterprise Brain" within the Augmented Productivity Architecture (APA). By decoupling conversational LLMs from raw data through open protocols (Model Context Protocol - MCP) and deterministic code guardrails (AST validation), we kill hallucinations before they hit production.

The result benchmarked on 100,000 real world commercial transactions (Olist dataset)?

  • 0.0% silent hallucinations.
  • 96.0% exact execution accuracy.
  • 91.7% drop in token waste.

Files

Beyond_the_Imitation_Game__The_Blueprint_for_Corporate_AI_Success.pdf

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Additional details

Related works

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Working paper: https://www.researchgate.net/publication/397796944_Towards_a_Realistic_Understanding_of_Artificial_Intelligence_and_Productivity_A_Comprehensive_Evidence-Based_Synthesis_of_Task-Level_Gains_Organizational_Failures_and_Market_Valuations_2021-2025 (URL)