Featured instruments

start here · 5

GAP-01

MCP Server Playground

What actually goes over the wire when an agent calls a tool?

SIMULATED

Decision: Expose N internal systems via MCP vs bespoke integrations — the crossover.

GAP-01In build

MCP Server Playground

What actually goes over the wire when an agent calls a tool?

SIMULATED

Decision: Expose N internal systems via MCP vs bespoke integrations — the crossover.

Open the lab

GAP-03

Multi-Agent Orchestration Board

Is multi-agent worth the extra cost, or a party trick?

SIMULATED

Decision: When multi-agent's quality gain justifies its cost multiplier.

GAP-03In build

Multi-Agent Orchestration Board

Is multi-agent worth the extra cost, or a party trick?

SIMULATED

Decision: When multi-agent's quality gain justifies its cost multiplier.

Open the lab

GAP-07

Protocol Selection Lab

Function calling, MCP, A2A, or hybrid for this integration?

SIMULATED

Decision: The number of producers and consumers picks the protocol.

GAP-07In build

Protocol Selection Lab

Function calling, MCP, A2A, or hybrid for this integration?

SIMULATED

Decision: The number of producers and consumers picks the protocol.

Open the lab

C3-1

AI Initiative Portfolio Dashboard

Which initiatives to kill, scale, or hold this quarter?

SIMULATED

Decision: Portfolio kill/scale/hold via risk-adjusted ROI thresholds.

C3-1In build

AI Initiative Portfolio Dashboard

Which initiatives to kill, scale, or hold this quarter?

SIMULATED

Decision: Portfolio kill/scale/hold via risk-adjusted ROI thresholds.

Open the lab

EL-01

Adoption & Change Readiness Instrument

Are the people ready, or just the model?

SIMULATED

Decision: Scale / scale-with-conditions / hold the rollout.

EL-01In build

Adoption & Change Readiness Instrument

Are the people ready, or just the model?

SIMULATED

Decision: Scale / scale-with-conditions / hold the rollout.

Open the lab

Enterprise AI Lifecycle

live · the spine · 4Open

C1

Enterprise AI Lifecycle (spine)

Can this person run an AI program end to end, with gates?

LIVE

Decision: FRAME → DATA → BUILD(RAG) → DEPLOY → GOVERN & REALIZE, gated.

C1Shipped

Enterprise AI Lifecycle (spine)

Can this person run an AI program end to end, with gates?

LIVE

Decision: FRAME → DATA → BUILD(RAG) → DEPLOY → GOVERN & REALIZE, gated.

Open the lab

C1-backlog

Backlog Generator

Turn business requirements into user stories with backlog hygiene.

LIVE

Decision: Requirements → sequenced, estimable backlog.

C1-backlogShipped

Backlog Generator

Turn business requirements into user stories with backlog hygiene.

LIVE

Decision: Requirements → sequenced, estimable backlog.

Open the lab

C1-rag

RAG Quality Evaluator

Does retrieval + generation actually stay faithful and cite sources?

LIVE

Decision: Score faithfulness/citations/hallucination before trusting a RAG build.

C1-ragShipped

RAG Quality Evaluator

Does retrieval + generation actually stay faithful and cite sources?

LIVE

Decision: Score faithfulness/citations/hallucination before trusting a RAG build.

Open the lab

C1-govern

Govern — guardrails & risk tiering

Which use cases need which controls before they ship?

SIMULATED

Decision: Risk-tier a use case; map required guardrails.

C1-governShipped

Govern — guardrails & risk tiering

Which use cases need which controls before they ship?

SIMULATED

Decision: Risk-tier a use case; map required guardrails.

Open the lab

Agent & Protocol Labs

the toolkit · 8

GAP-01

MCP Server Playground

What actually goes over the wire when an agent calls a tool?

SIMULATED

Decision: Expose N internal systems via MCP vs bespoke integrations — the crossover.

GAP-01In build

MCP Server Playground

What actually goes over the wire when an agent calls a tool?

SIMULATED

Decision: Expose N internal systems via MCP vs bespoke integrations — the crossover.

Open the lab

GAP-02

Agent Loop & Failure Inspector

How do agents fail, and what catches it?

SIMULATED

Decision: How much to budget for the observability harness around agents.

GAP-02In build

Agent Loop & Failure Inspector

How do agents fail, and what catches it?

SIMULATED

Decision: How much to budget for the observability harness around agents.

Open the lab

GAP-03

Multi-Agent Orchestration Board

Is multi-agent worth the extra cost, or a party trick?

SIMULATED

Decision: When multi-agent's quality gain justifies its cost multiplier.

GAP-03In build

Multi-Agent Orchestration Board

Is multi-agent worth the extra cost, or a party trick?

SIMULATED

Decision: When multi-agent's quality gain justifies its cost multiplier.

Open the lab

GAP-04

Tool-Use & Structured Output

How do messy inputs become schema-valid outputs, reliably?

SIMULATED

Decision: Where to place the validation gate before outputs hit systems of record.

GAP-04In build

Tool-Use & Structured Output

How do messy inputs become schema-valid outputs, reliably?

SIMULATED

Decision: Where to place the validation gate before outputs hit systems of record.

Open the lab

GAP-05

Context & Memory Engineering

Which context strategy — dump, summarize, compress, hand off?

SIMULATED

Decision: Set the cost-fidelity dial per use case, not per platform.

GAP-05In build

Context & Memory Engineering

Which context strategy — dump, summarize, compress, hand off?

SIMULATED

Decision: Set the cost-fidelity dial per use case, not per platform.

Open the lab

GAP-06

Prompt Cost & Token Simulator

What will this actually cost per month at volume?

SIMULATED

Decision: Build-vs-buy on unit economics before architecture.

GAP-06In build

Prompt Cost & Token Simulator

What will this actually cost per month at volume?

SIMULATED

Decision: Build-vs-buy on unit economics before architecture.

Open the lab

GAP-07

Protocol Selection Lab

Function calling, MCP, A2A, or hybrid for this integration?

SIMULATED

Decision: The number of producers and consumers picks the protocol.

GAP-07In build

Protocol Selection Lab

Function calling, MCP, A2A, or hybrid for this integration?

SIMULATED

Decision: The number of producers and consumers picks the protocol.

Open the lab

GAP-08

Human-in-the-Loop Approval Simulator

How much autonomy before an edge case slips through?

SIMULATED

Decision: Set autonomy level per risk tier, not per enthusiasm.

GAP-08In build

Human-in-the-Loop Approval Simulator

How much autonomy before an edge case slips through?

SIMULATED

Decision: Set autonomy level per risk tier, not per enthusiasm.

Open the lab

Business of AI Delivery

the gallery · 5

C3-1

AI Initiative Portfolio Dashboard

Which initiatives to kill, scale, or hold this quarter?

SIMULATED

Decision: Portfolio kill/scale/hold via risk-adjusted ROI thresholds.

C3-1In build

AI Initiative Portfolio Dashboard

Which initiatives to kill, scale, or hold this quarter?

SIMULATED

Decision: Portfolio kill/scale/hold via risk-adjusted ROI thresholds.

Open the lab

C3-2

Build-vs-Buy-vs-Fine-Tune Evaluator

Build it, buy it, or fine-tune it?

SIMULATED

Decision: 3-year TCO across all three, with the flip condition.

C3-2In build

Build-vs-Buy-vs-Fine-Tune Evaluator

Build it, buy it, or fine-tune it?

SIMULATED

Decision: 3-year TCO across all three, with the flip condition.

Open the lab

C3-3

Inference Cost Forecaster

When does self-hosting undercut API spend?

SIMULATED

Decision: The API-vs-self-host crossover, driven by utilization assumptions.

C3-3In build

Inference Cost Forecaster

When does self-hosting undercut API spend?

SIMULATED

Decision: The API-vs-self-host crossover, driven by utilization assumptions.

Open the lab

C3-4

Vendor Evaluation & Risk Monitor

Which vendor — and what does concentration cost if we're wrong?

SIMULATED

Decision: Weighted vendor pick + concentration/exit-cost exposure.

C3-4In build

Vendor Evaluation & Risk Monitor

Which vendor — and what does concentration cost if we're wrong?

SIMULATED

Decision: Weighted vendor pick + concentration/exit-cost exposure.

Open the lab

C3-5

Business Case / ROI Builder

What's the payback — and how fragile is it?

SIMULATED

Decision: Fund/defer on an NPV range, not a single point.

C3-5In build

Business Case / ROI Builder

What's the payback — and how fragile is it?

SIMULATED

Decision: Fund/defer on an NPV range, not a single point.

Open the lab

Engagement Leadership

the control room · 10

EL-01

Adoption & Change Readiness Instrument

Are the people ready, or just the model?

SIMULATED

Decision: Scale / scale-with-conditions / hold the rollout.

EL-01In build

Adoption & Change Readiness Instrument

Are the people ready, or just the model?

SIMULATED

Decision: Scale / scale-with-conditions / hold the rollout.

Open the lab

EL-02

Stakeholder & Sponsor Alignment Cockpit

Which sponsor is quietly drifting before the next steering?

SIMULATED

Decision: Who needs to hear what, from whom, before the meeting.

EL-02In build

Stakeholder & Sponsor Alignment Cockpit

Which sponsor is quietly drifting before the next steering?

SIMULATED

Decision: Who needs to hear what, from whom, before the meeting.

Open the lab

EL-03

Capacity & Resourcing Planner

Do 30 people actually cover this portfolio's skills?

SIMULATED

Decision: Hire / contract / upskill per gap, with date + cost impact.

EL-03In build

Capacity & Resourcing Planner

Do 30 people actually cover this portfolio's skills?

SIMULATED

Decision: Hire / contract / upskill per gap, with date + cost impact.

Open the lab

EL-04

Delivery Health & RAID Radar

Which 'green' workstream is actually trending into trouble?

SIMULATED

Decision: Report trajectory, not snapshot — surface the reported-vs-actual gap.

EL-04In build

Delivery Health & RAID Radar

Which 'green' workstream is actually trending into trouble?

SIMULATED

Decision: Report trajectory, not snapshot — surface the reported-vs-actual gap.

Open the lab

EL-05

AI Compliance Readiness Navigator

What tier is this AI, and what controls does it owe?

SIMULATED

Decision: Risk-tier + required-controls map (EU AI Act + finserv overlays).

EL-05In build

AI Compliance Readiness Navigator

What tier is this AI, and what controls does it owe?

SIMULATED

Decision: Risk-tier + required-controls map (EU AI Act + finserv overlays).

Open the lab

EL-06

Talent & Upskilling Pathway Planner

How do we get the team to agentic-era skills in time?

SIMULATED

Decision: Build/hire/partner pathway per role, with time-to-productive.

EL-06In build

Talent & Upskilling Pathway Planner

How do we get the team to agentic-era skills in time?

SIMULATED

Decision: Build/hire/partner pathway per role, with time-to-productive.

Open the lab

EL-07

RFP/RFI Response War Room

Should we even bid this — and where's the response weak?

SIMULATED

Decision: Bid / no-bid as a portfolio decision (fit × win-prob × capacity × margin).

EL-07In build

RFP/RFI Response War Room

Should we even bid this — and where's the response weak?

SIMULATED

Decision: Bid / no-bid as a portfolio decision (fit × win-prob × capacity × margin).

Open the lab

EL-08

Estimation & Scoping Studio

What's the real estimate — and what happens when scope moves?

SIMULATED

Decision: Deliverable estimate range + staffing + change-control impact.

EL-08In build

Estimation & Scoping Studio

What's the real estimate — and what happens when scope moves?

SIMULATED

Decision: Deliverable estimate range + staffing + change-control impact.

Open the lab

EL-09

Resource Onboarding & KT Tracker

Why does it take 40 days to make a new hire productive?

SIMULATED

Decision: Onboarding critical path + KT capture before senior roll-off.

EL-09In build

Resource Onboarding & KT Tracker

Why does it take 40 days to make a new hire productive?

SIMULATED

Decision: Onboarding critical path + KT capture before senior roll-off.

Open the lab

EL-10

Executive Communication Studio

Does this exec update force a decision, or just report status?

SIMULATED

Decision: What decision to force this week, framed per audience.

EL-10In build

Executive Communication Studio

Does this exec update force a decision, or just report status?

SIMULATED

Decision: What decision to force this week, framed per audience.

Open the lab