Decide how your workflow should be automated before committing millions
SkillSimm runs structured team simulations — with and without AI agents — so you can measure exactly where automation adds value before you build anything.
Without AI Agents
With AI Agents
Four steps. One operating model.
Every SkillSimm session runs four steps — so you walk away with a complete routing policy backed by evidence.
Select a routine template (Insurance, IT, Finance, or custom)
Harness decomposes into a step DAG automatically
Set team size and assign participant slots
Generate join QR code — no app install needed
Your workflow is now a structured simulation: each step has an AI role, a human gate, and an evaluation rubric tied to reference decisions.
Insurance Claim Adjuster
12 steps · Harness score 91/100 · Apache 2.0
IT Helpdesk Triage
8 steps · Harness score 88/100 · Apache 2.0
Finance Approval Router
9 steps · Harness score 85/100 · Apache 2.0
Diagnose your workflow — in plain language
Describe a decision your team makes repeatedly. Our AI will assess whether simulation can improve it.
A simulation session in four steps
Every SkillSimm session is 2–4 hours, fully facilitated, and ends with a concrete routing policy your team can implement immediately.
Configure your session
The leader selects decision scenarios matched to your domain — customer support, IT ops, finance, underwriting, or a custom workflow. Each scenario has hidden complexity so routing decisions are non-trivial.
Team joins via QR code
No app install. No setup. Team members scan a QR code on any device and join the session instantly. The leader assigns roles; the simulation begins in seconds.
Run Stage 1, then Stage 2
Stage 1 captures baseline human judgment — no AI. Stage 2 runs the same scenarios with AI agents assigned to specific roles. The contrast is immediate and measurable.
Receive your routing policy
The leader evaluates both stages and receives a summary: which tasks benefited from AI, which degraded, what the ideal routing matrix looks like, and which roles should use which model tier.
For firms that want more than a session
SkillSimm can serve as the anchor for a full AI operating model transformation — structured in three phases.
Diagnostic
Map your current workflow — what tasks exist, who handles them, where cost is high, where errors occur.
Simulation Workshop
Run your team through scenarios. Compare routing policies. Generate evidence from real decisions.
Implementation
Turn simulation outputs into routing rules, approval thresholds, human review policies, and team dashboards.
Built for the people who own AI outcomes
Different roles feel the same pain differently. SkillSimm speaks directly to each one.
“AI costs are exploding — and no one knows why.”
You don't have a cost problem. You have a routing problem.
When every task gets routed to the same large model, costs multiply with no quality gain. SkillSimm reveals exactly which tasks need GPT-4 reasoning and which don't — so you stop paying for firepower you don't need.
“Workflows break after AI is added. Teams don't know when to use AI vs. humans.”
Your team doesn't know when to use AI vs humans. We simulate and fix that.
Inconsistent AI use creates inconsistent outcomes. SkillSimm trains your team on the specific routing decisions your workflows demand — and generates the policy rules that make those decisions repeatable.
“Clients want AI transformation, but lack tools to show concrete ROI before deployment.”
Turn AI transformation into a simulation-backed operating model.
Stop selling AI strategy on faith. SkillSimm gives you a structured diagnostic you can run with any client in a half-day workshop — with measurable before/after results you can present the same day.
Six reasons teams trust SkillSimm before they deploy
The simulation becomes a bridge to real operating change — not just a training exercise.
Pre-deployment clarity
Test your AI operating model before writing a single line of code or signing a vendor contract. Discover which automation decisions actually hold up when real humans make real choices.
Measurable AI impact
Stage 1 vs Stage 2 results give you exact numbers: +27% decision quality, −25% escalation rate, +23% routing accuracy. Not projections — measured outcomes from your own team.
Reveal routing waste
Most firms over-route to expensive models and under-use small models and RAG. SkillSimm shows you exactly where you're wasting spend — and where you're leaving automation on the table.
Custom to your domain
Scenarios are built around your actual workflows. Customer support. IT helpdesk. Insurance underwriting. Finance approvals. You see results that apply to your business — not generic benchmarks.
Routing policy output
Every session ends with a concrete artifact: a routing policy specifying which tasks go to humans, small models, large models, RAG, agents, or escalation — with confidence thresholds.
Self-improving open community
Every routine run across the community feeds harness optimization data. More simulations → smarter step recommendations → all routines improve automatically. Open-source under Apache 2.0 — the harness gets better the more teams use it.
Join us
We're building the simulation layer for enterprise AI. If you care about LLMs, decision science, or workflow automation — reach out.