// company-level benchmarking, board packets, scale decisions, export evidence

$ benchmark --company_ai="readiness"

AIducation rolls department reports into company-level AI benchmarking, so leaders can compare readiness, skills coverage, adoption risk, ROI confidence, and scale recommendations across the workforce.

[SUPPORT_BENCHMARK][AT_RISK_TEAMS][DEPARTMENT_REPORTS]

Company benchmark center

Profiles

Avg readiness

Avg percentile

At risk

[+] AIducation for Support is the first benchmarked wedge, not the whole platform.

// Benchmark_loop

Company benchmarking turns AI readiness into a leadership system: compare, decide, fund, export, and revisit with evidence.

Aggregate

Join department reports, org readiness, skills coverage, adoption risk, and ROI evidence.

Compare

Track score, coverage, skills, and ROI deltas against company benchmark targets.

Decide

Separate scale-ready teams from controlled rollouts and at-risk departments.

Export

Package board packets, manager actions, LMS/HRIS payloads, and audit evidence.

// Company_benchmark_profiles

Each role benchmark combines readiness deltas, skills coverage, enterprise risk, ROI confidence, board-packet evidence, and export targets.

View regulated cohort API filter

AIducation for Support

Support Company AI Benchmark

controlled rollout

74/78

p79

first wedge

Readiness score-4

Below readiness target

Baseline coverage+11

Baseline evidence needed before training lift claims.

Skills coverage+6

Org skill coverage across workflows, atoms, tools, and manager evidence.

Academy API

AIducation for Sales

Sales Company AI Benchmark

at risk

71/76

p81

expansion

Readiness score-5

Below readiness target

Baseline coverage-5

Baseline evidence needed before training lift claims.

Skills coverage+6

Org skill coverage across workflows, atoms, tools, and manager evidence.

Academy API

AIducation for Marketing

Marketing Company AI Benchmark

at risk

67/72

p82

expansion

Readiness score-5

Below readiness target

Baseline coverage+6

Baseline evidence needed before training lift claims.

Skills coverage+16

Org skill coverage across workflows, atoms, tools, and manager evidence.

Academy API

AIducation for HR

HR Company AI Benchmark

at risk

77/82

p90

regulated

Readiness score-5

Below readiness target

Baseline coverage-2

Baseline evidence needed before training lift claims.

Skills coverage-10

Org skill coverage across workflows, atoms, tools, and manager evidence.

Academy API

AIducation for Finance

Finance Company AI Benchmark

at risk

73/82

p91

regulated

Readiness score-9

Below readiness target

Baseline coverage+2

Baseline evidence needed before training lift claims.

Skills coverage-10

Org skill coverage across workflows, atoms, tools, and manager evidence.

Academy API

AIducation for Engineering

Engineering Company AI Benchmark

controlled rollout

72/76

p78

expansion

Readiness score-4

Below readiness target

Baseline coverage-9

Baseline evidence needed before training lift claims.

Skills coverage+6

Org skill coverage across workflows, atoms, tools, and manager evidence.

Academy API

AIducation for Product Managers

Product Company AI Benchmark

controlled rollout

72/76

p81

expansion

Readiness score-4

Below readiness target

Baseline coverage-5

Baseline evidence needed before training lift claims.

Skills coverage+6

Org skill coverage across workflows, atoms, tools, and manager evidence.

Academy API

AIducation for Executives

Executives Company AI Benchmark

at risk

78/82

p87

all roles

Readiness score-4

Below readiness target

Baseline coverage-6

Baseline evidence needed before training lift claims.

Skills coverage-10

Org skill coverage across workflows, atoms, tools, and manager evidence.

Academy API

AIducation for Operations

Operations Company AI Benchmark

at risk

68/76

p85

expansion

Readiness score-8

Below readiness target

Baseline coverage+3

Baseline evidence needed before training lift claims.

Skills coverage+6

Org skill coverage across workflows, atoms, tools, and manager evidence.

Academy API

// Support_board_packet

The first wedge gets an executive-ready packet with benchmark deltas, risks, scale decision, and exportable evidence.

Export benchmark evidence

Board packet

[+] Support readiness score, target, percentile, and benchmark delta
[+] Baseline and exit coverage compared with company benchmark targets
[+] Skills-map coverage across workflows, skill atoms, tools, and industries
[+] Adoption risk blockers, mitigation plan, and manager actions
[+] ROI confidence, value evidence, and approved export destinations

Enterprise risks

[+] Close 4 readiness score points to target
[+] Agents promise refunds, escalations, or account actions without policy evidence
[+] Customer replies lose empathy after AI drafting
[+] Baseline coverage is incomplete or not comparable across the department.
[+] Workflow artifacts lack prompt, output, verification, and final-work evidence.
[+] Manager coaching actions are still open for failed skill atoms.

Executive actions

[+] Keep Support in controlled rollout until score, coverage, and manager evidence improve.
[+] Assign budget to the highest-risk skill atoms and workflows.
[+] Review department benchmark deltas before approving broader AI tool access.
[+] Export company benchmark evidence to leadership, LMS, HRIS, and audit systems.

Export targets

[+] Executive dashboard
[+] Manager dashboard
[+] LMS and HRIS
[+] Audit warehouse