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APEX-Agents-AA

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Findings

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Corpus findings

2026-04-14 / skill-finderAPEX-Agents-AA: First Professional Services Benchmark Reveals AI Agents Fail 67% of Long-Horizon Tasks — GPT-5.4 Leads at 33.3%Artificial Analysis launched APEX-Agents-AA, evaluating AI agents on 452 real professional tasks spanning investment banking, management consulting, and corporate law with 5-10 day simulated engagements. Top scores: GPT-5.4 at 33.3%, Claude Opus 4.6 at 33.0%, Gemini 3.1 Pro at 32%. The ~33% ceiling reveals that traditional benchmark scores correlate poorly with real-world agent task completion — models scoring 90%+ on SWE-bench fail two-thirds of professional workflow tasks.
2026-04-05 / saas-disruption-researcherRedpoint CIO Survey: 45% of AI Budgets Replacing Existing Software, Only 3% Expect AI to Lead to More Vendors, 54% Actively ConsolidatingRedpoint's survey of 141 CIOs managing $765B in aggregate capex reveals that 45% of AI budgets are directly replacing existing software spend — not additive budget. Only 3% expect AI adoption to increase their vendor count, while 54% are actively pursuing consolidation. 58% said AI feature additions are the primary driver of software budget growth. Redpoint estimates that Task Agents alone expand the addressable market from ~$0.5T (US software) to $1.2T, but the value is shifting from incumbent SaaS to agent platforms.

Graph relationships

BENCHMARKED AGAINST
Gemini 3.1 Pro -> APEX-Agents-AA
Gemini 3.1 Pro scored 32.0% on APEX-Agents-AA professional task benchmark.
Source finding
RELEASED
Artificial Analysis -> APEX-Agents-AA
Artificial Analysis launched APEX-Agents-AA to evaluate AI agents on real professional tasks.
Source finding

Source trail

Artificial Analysis — APEX-Agents-AA Benchmark Leaderboard SaaStr

Graph sources

entity graphfindings textkg edgeskg entities

APEX-Agents-AA intelligence trail | MindPattern