APEX-Agents · Management Consulting

W134 Nancy Task 06

3/5Fail

APEX-Agents task W134 Nancy Task 06 in AI Agents for M&A Legal Due Diligence. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for M&A Legal Due DiligenceManagement Consulting World 134Dual harnessGrader: rubric

Task IDtask_4abd78ac38024a0094fa9ae0cfd31625

WorldManagement Consulting World 134

Expected outputmake_new_slide_deck

Published runs5 models · dual config

Task prompt

What the agent was asked to do

Create a new slide pptx, summarizing the comparable SaaS deals' target company name, purchase price, ARR, and ARR multiple. Include all targets for which we have an individual case study and use only publicly disclosed data. Round multiples to one decimal point and, for financial values, provide numbers in millions rounded to the nearest million or, if above 1 billion, in billions with one decimal place. Get insights from the comparable SaaS deals, the internal memo about valuation ranges and negotiation levers, and the case studies about Beacon, Stuzo, TASK, Claap and Statsig.

Published trajectories

Agent runs on this task

Curated dual-harness runs (parsed + original sandbox). Best scored run per model.

Model	Harness	Score	Result	Links
GPT-5.5showcase	dual	3/5	Fail	Share page Public trace
Gemini 3.1 Pro	dual	5/5	Pass	Share page Public trace
GPT-5.4	dual	5/5	Pass	Share page Public trace
GPT-5.4 mini	dual	5/5	Pass	Share page Public trace
GPT-5.4 nano	dual	5/5	Pass	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States that the Stuzo ARR multiple is 4.8x
Fail
Evidence: In `/root/workspace/Comparable SaaS Deals Summary.pptx` slide table, Stuzo row shows ARR multiple as "<=4.8x"; footnote says "$40M+ ARR rows show ceiling multiples using $40M." Assessment: Criterion requires "States that the Stuzo ARR multiple is 4.8x." The slide does not state it as exactly 4.8x, but as a ceiling/less-than-or-equal value. Fail.
States that the TASK ARR multiple is 5.2x
Fail
Evidence: In `/root/workspace/Comparable SaaS Deals Summary.pptx` slide table, TASK Group row shows ARR multiple as "<=5.2x"; footnote says "$40M+ ARR rows show ceiling multiples using $40M." Assessment: Criterion requires "States that the TASK ARR multiple is 5.2x." The slide qualifies it as less-than-or-equal/ceiling rather than stating exactly 5.2x. Fail.
States that the Claap ARR multiple is not available
Pass
Evidence: In `/root/workspace/Comparable SaaS Deals Summary.pptx` slide table, Claap row shows Public ARR "N/D" and ARR multiple "N/M"; footnote defines "N/M = not meaningful because target ARR is not publicly disclosed." Assessment: Criterion requires "States that the Claap ARR multiple is not available." N/M with the stated explanation clearly conveys that the ARR multiple is not available/not meaningful. Pass.
States that the Statsig ARR multiple is not available
Pass
Evidence: In `/root/workspace/Comparable SaaS Deals Summary.pptx` slide table, Statsig row shows Public ARR "N/D" and ARR multiple "N/M"; footnote defines "N/M = not meaningful because target ARR is not publicly disclosed." Assessment: Criterion requires "States that the Statsig ARR multiple is not available." N/M with the stated explanation clearly conveys that the ARR multiple is not available/not meaningful. Pass.
States that the Beacon ARR multiple is 12.7x
Pass
Evidence: In `/root/workspace/Comparable SaaS Deals Summary.pptx` slide table, Beacon row shows ARR multiple "12.7x"; the interpretation box also says "Beacon at 12.7x ARR." Assessment: Criterion requires "States that the Beacon ARR multiple is 12.7x." This is explicitly stated. Pass.