Applications

One principle. Many forms of work.

Filter by sector. Every example follows the same structure: context, direction, acceleration, judgment, risks and outcome.

education

Lesson design

A teacher prepares a lesson for a mixed-attainment class on a demanding topic.

Direction Human

The teacher defines the learning objective, pupil needs, curriculum context and appropriate level of challenge.

Acceleration AI

AI generates lesson structures, examples, questions, adaptations and draft resources.

Judgment Human

The teacher checks accuracy, pedagogy, inclusion, safeguarding, tone and suitability for the class.

Risks

  • Age-inappropriate examples
  • Curriculum misalignment
  • Overlooking support needs

Outcome

A coherent lesson that remains under professional pedagogical control.

leadership

Strategic decision support

A leader must decide between competing organisational options under time pressure.

Direction Human

The leader defines the decision, strategic context, stakeholders and acceptable trade-offs.

Acceleration AI

AI synthesises reports, develops scenarios and organises evidence.

Judgment Human

The leader interprets consequences, considers organisational reality and makes the decision.

Risks

  • False certainty from neat summaries
  • Missing political or cultural context
  • Diffused ownership of the decision

Outcome

Faster preparation without transferring decision rights to a tool.

writing

Argument-driven writing

A writer develops a long-form piece that must carry a distinctive voice and claim.

Direction Human

The writer defines the argument, audience, voice and intended effect.

Acceleration AI

AI supports research, outlines, variations and early drafts.

Judgment Human

The writer edits, verifies, strengthens and takes authorship of the final work.

Risks

  • Flattened voice
  • Unverified claims
  • Borrowed framing presented as original thought

Outcome

AI shortens the path from idea to draft while authorship remains human.

marketing

Campaign development

A marketing team prepares a campaign that must be distinctive and truthful.

Direction Human

The team defines the audience, positioning, offer, constraints and brand voice.

Acceleration AI

AI produces concepts, variations, research summaries and campaign assets.

Judgment Human

The team assesses truthfulness, distinctiveness, brand alignment and commercial value.

Risks

  • Overstated claims
  • Generic brand voice
  • Audience mismatch

Outcome

Broader creative exploration with retained brand and commercial judgment.

operations

Process documentation

An operations team needs clear guidance for a recurring internal process.

Direction Human

The team defines the process goal, roles, constraints, exceptions and success measures.

Acceleration AI

AI drafts process maps, checklists, FAQs and alternative wording for guidance documents.

Judgment Human

Managers verify accuracy against actual practice, legal requirements and operational risk.

Risks

  • Documenting an idealised process that teams do not follow
  • Missing edge cases
  • Unclear ownership of exceptions

Outcome

Useful documentation that reflects how work actually happens.

software

Feature implementation

A developer implements a feature with security and maintainability constraints.

Direction Human

The developer defines the problem, architecture, constraints and acceptance criteria.

Acceleration AI

AI drafts code, tests, documentation and alternative approaches.

Judgment Human

The developer reviews security, correctness, maintainability and system impact.

Risks

  • Insecure patterns
  • Hidden complexity
  • Tests that pass while missing real behaviour

Outcome

Faster implementation with retained engineering accountability.

public services

Public guidance drafting

A public body prepares citizen-facing guidance that must be accurate and accessible.

Direction Human

Officials define the policy intent, legal boundaries, audience needs and accessibility requirements.

Acceleration AI

AI helps summarise source material, propose plain-language structures and draft alternatives.

Judgment Human

Subject experts verify legality, fairness, clarity and public accountability before release.

Risks

  • Misleading simplification
  • Unequal impact across communities
  • Publishing unverified advice

Outcome

Clearer drafts without transferring public responsibility to a model.

healthcare

Clinical information support

A qualified professional handles a clinical question with administrative and evidence-support needs.

Direction Human

A qualified professional establishes the clinical question, patient context and appropriate boundaries.

Acceleration AI

AI may organise information, summarise evidence or support administrative work.

Judgment Human

The clinician verifies evidence, applies clinical expertise and remains responsible for the decision.

Risks

  • Mistaking summary for clinical authority
  • Missing patient-specific factors
  • Unsafe reliance on unverified output

Outcome

Support for information work without displacing clinical responsibility.