Benchmark Orgs
Outside-in org shape vs peers
Systematically analyze organizational structures and efficiency metrics against industry peers to identify optimization opportunities and best practices.
Org data + peer set to cited benchmark pack
Source map
Ingest trusted sources
Claim engine
Map claims to evidence
Workflow engine
Apply your methodology
Draft artifact
Generate cited output
Reviewer loop
Human validates
Decision pack
Export memo · brief · board pack
Structural Analysis
Compare spans of control, layers, and functional distribution against best-in-class peers.
Efficiency Metrics
Benchmark revenue per employee, cost ratios, and productivity indicators.
Peer Insights
Learn from industry leaders and identify proven organizational patterns.
Transformation Roadmap
Get specific recommendations for organizational optimization with quantified impact.
How the workflow runs
- 1Define benchmarking parameters and peer set
- 2Gather organizational data across portfolio and peers
- 3Run comparative analysis with normalization
- 4Identify gaps and improvement opportunities
- 5Generate transformation recommendations
Start with a prototype
We'll help benchmark your organizations and identify optimization opportunities in 2-6 weeks.
How the workflow runs
Six terms you'll see across the product. Each maps to a concrete artifact, not a marketing concept.
Source map
Every trusted input — filings, broker research, internal models, regulatory data — registered and verified before it can be cited.
Claim engine
Maps each assertion in a draft to the evidence span it came from. Unsupported claims surface before review.
Workflow engine
Your methodology — IC framework, scoring rubric, red-flag library — running as a repeatable workflow, not a prompt.
Reviewer loop
Analyst review at the claim level. Approve, flag, or rewrite — every action recorded against the evidence.
Decision pack
The output: memo, brief, or board pack — every paragraph traceable to its source.
Audit trail
Every source ingestion, claim mapping, reviewer action, and export — captured and exportable with the artifact.
Start small
Most teams begin with one workflow, one source set, and one output.








