Success map
Success Map
The order in which concepts enter a real transformation project, and what must be true to move from one phase to the next.
- 01Economics
Measure Before You Change
No agent is built in this phase. It exists so that, later, any result means something. It is the most skipped phase and the one that kills the most projects.
- Result / Outcome
- Process
- Task
- Goal
- Human baseline
- Agent Unit Economics
- DRI (Directly Responsible Individual)
Exit gate
There is a written outcome with an owner, the process is sliced into named tasks, and the four human baseline numbers have been measured.
- 02Context
Translate What the Company Knows
The bottleneck here is almost never AI. The company has not written down what it knows, or it has written it in a format only people can read. In a traditional company, this is the longest phase.
Exit gate
The agent can programmatically query what the company knows, and the critical rules exist in machine-readable format.
- 03
Build the First Agent
One task only, the most representative one, instead of the whole process or the hardest one. The goal of this phase is to learn about the terrain itself; value comes later.
Exit gate
An agent completes a real task end to end inside the sandbox, with no human correction along the way.
- 04Trust
Make the Agent Check Itself
Here the project stops being a demo. What comes next (autonomy, scale, reduced supervision) depends on the evidence produced in this phase.
- Self-verification
- TDD (Test-Driven Development)
- Golden Dataset
- Evals
- LLM-as-Judge
- Satisfaction (% achieved)
Exit gate
The suite runs with a single command, covers the hard cases, and failure blocks deploy.
- 05Risk
Limit the Blast Radius
This phase comes before production, not after the first scare. Each item here answers the question: if the agent makes the worst possible mistake, how far does the damage go?
- Rollback / Idempotency
- Guardrails
- Least Privilege / Permissioning
- Hooks
- Human-in-the-Loop / Approval Gates
- Audit Trail / Provenance
- Kill Switch / Circuit Breaker
Exit gate
Every irreversible action has a gate, no agent has access beyond its own function, and the kill switch has already been triggered in training.
- 06Trust
Put It into Production and Watch
The lab is over. From here on, reality chooses the questions, and the job is to see what it returns before the customer does.
- Monitoring (Traces)
- State Management / Checkpointing
- Regression
- Determinism vs. Variance
- Prompt Injection
Exit gate
You discover the anomaly through the dashboard, not through the customer, and what shows up there becomes a new case in the answer key.
- 07Risk
Increase the Level of Autonomy
This is the only phase solved by runtime and accumulated evidence, not by more work. Moving up too early undoes everything that came before.
Exit gate
Moving up a level has become a decision with a date and attached evidence, made by use case and not for the entire company.
- 08Context
Scale Without Creating Chaos
Only now is it worth multiplying. Before this, more agents only multiply problems no one yet knew how to measure.
- Orchestrator / Routing
- Subagent
- Multi-agent
- Agent Teams
- Memory
- Context Engineering
- RAG / Retrieval
- MCP (Model Context Protocol)
- Webhooks
Exit gate
Average cost per task falls without measured quality falling with it.
- 09
Make the System Improve on Its Own
This is what separates a company that automated tasks from one that became more capable in a lasting way. Without this phase, the system simply returns to normal after each correction.
- Compound Engineering
- Test Sprint
- Ralph Loop
- State Management / Checkpointing
- File System Access
- Design Mock
- Python
- Context7
Exit gate
The same type of error does not reappear, because each correction left behind a test, documentation, or skill.
- 10Economics
Reorganize the Company
The phase almost no one reaches, and the only one that justifies the name Cognitive Enterprise. Here, what changes is the org chart more than the software.
- Span of Control (redefined)
- Internal Transaction Cost
- AI Factory
- VSM (Viable System Model)
- Cognitive Enterprise
Exit gate
There is at least one process that, if you removed the agents, would not go back to working the way it did before.
