Human Intelligence
Defines problems, sets priorities, interprets situations, and owns decisions.
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Intelligence Allocation
Allocate the right intelligence to the right work.
A practical framework for deciding what belongs to human intelligence, what belongs to AI, and what should become software.
What is intelligence allocation?
Intelligence allocation is the process of deciding what work should be performed by human intelligence, artificial intelligence, and software.
Different forms of intelligence have different strengths, limitations, and failure modes. Effective allocation means matching each part of the work to the form of intelligence best suited to perform it.
Three Kinds of Intelligence
Intelligence allocation begins by understanding what human intelligence, AI, and software are each suited to do.
AI Intelligence
Explores possibilities, detects patterns, compares alternatives, and synthesizes information.
Software Intelligence
Executes clearly defined work reliably, consistently, and repeatedly.
Strongest At
Each form of intelligence performs best under different conditions.
Human Intelligence
- Defining the task
- Setting boundaries
- Prioritizing under uncertainty
- Strategic tradeoffs
- Interpretation
- Responsibility-bearing decisions
AI Intelligence
- Pattern detection
- Information synthesis
- Classification
- Comparing many options
- Generating alternatives
- Exploring adjacent possibilities
Software Intelligence
- Executing predefined logic
- Enforcing rules
- Maintaining consistency
- Handling repetition
- Structured workflows
- Reliable execution
Best Used For
Good allocation means assigning each part of the work to the intelligence best suited to perform it.
Human Intelligence
- Problem boundaries
- Strategic direction
- Final prioritization
- Concept refinement
- Decisions requiring ownership
AI Intelligence
- Information-heavy work
- Pattern-heavy work
- Research support
- Large-scale analysis
- Generating possibilities before judgment
Software Intelligence
- Stable workflows
- Clearly defined processes
- Rule-based operations
- Operational infrastructure
- Systems requiring reliability
Typical Failure Modes
Misallocation creates predictable problems. Each form of intelligence fails differently.
Human Intelligence
- Overconfidence
- Premature commitment
- Rigid interpretation
- Emotional distortion
- Attribution errors
AI Intelligence
- False confidence
- Weak boundary discipline
- Conceptual drift
- Over-inclusion
- Plausible but off-target outputs
Software Intelligence
- Brittleness
- Incomplete specification
- Inflexibility
- Poor handling of edge cases
- Cannot adapt to undefined situations
Intelligence Allocation Often Fails Because...
Most allocation problems are not caused by a lack of intelligence. They arise when work is assigned to the wrong form of intelligence.
Pitfall 1
AI is asked to own decisions.
AI is valuable for generating, comparing, and analyzing possibilities, but responsibility for decisions remains human.
Pitfall 2
Software is expected to adapt to undefined work.
Software performs best when the work is clearly specified. It struggles when the task itself is still evolving.
Pitfall 3
Humans spend time on repetitive work.
People often perform work that could be handled more consistently and efficiently by software.
Pitfall 4
AI is introduced before the problem is understood.
Adding AI too early can accelerate work in the wrong direction if the problem has not been framed properly.
Pitfall 5
Automation becomes the objective.
The objective is solving the problem effectively, not maximizing automation or AI adoption.
Intelligence Allocation in Practice
Most projects involve multiple forms of intelligence. The objective is not to choose one, but to allocate each part of the work to the form of intelligence best suited to perform it.
Writing an Important Proposal
Human Intelligence
Define the objective, evaluate tradeoffs, and approve the final version.
AI Intelligence
Generate alternatives, identify weaknesses, improve clarity, and suggest revisions.
Software Intelligence
Manage document versions, approvals, permissions, and workflow.
Different parts of the same project belong to different forms of intelligence.
Customer Support
Human Intelligence
Handle unusual situations, make exceptions, and resolve complex cases.
AI Intelligence
Draft responses, summarize conversations, and suggest solutions.
Software Intelligence
Route tickets, track status, notify customers, and enforce processes.
Routine work can be automated while human judgment remains available when it matters.
Product Development
Human Intelligence
Choose priorities, evaluate tradeoffs, and decide what to build.
AI Intelligence
Analyze customer feedback, identify patterns, and explore possible directions.
Software Intelligence
Collect feedback, manage tasks, and track implementation.
AI supports better decisions, while software supports better execution.
Research Project
Human Intelligence
Define the research question, interpret findings, and determine conclusions.
AI Intelligence
Summarize literature, compare sources, identify patterns, and generate hypotheses.
Software Intelligence
Store documents, organize references, and automate data collection.
Research benefits from all three forms of intelligence working together.
Sales & Lead Generation
Human Intelligence
Define the target market, evaluate opportunities, and build relationships.
AI Intelligence
Research companies, personalize outreach, and identify promising prospects.
Software Intelligence
Manage CRM data, campaign workflows, and follow-up sequences.
Allocation improves when each form of intelligence performs the work it is best suited for.
How We Work
1
Frame the Problem
Clarify what is actually being solved before anything is built.
2
Allocate Intelligence
Decide what belongs to software, AI, and human judgment.
3
Solve the Problem
Produce the type of solution the problem requires.
Ready to allocate intelligence well?
Before automating, integrating AI, or building software, decide what should be human-led, what should be AI-assisted, and what should become reliable software.