Student assistant
Built with SLAN Builder
Governance-first

A Nudge toward decisions you can defend.

Nudge is the student-facing assistant that guides learners through structured reasoning paths to produce an actionable outcome. SLAN is the platform and processing pipeline that turns static content into those Nudges—and supports professors through building, publishing, and cohort access.

A Nudge toward clarity.
Evaluate tradeoffs
Make a decision
Generate artefacts (coming soon)

Designed for course, cohort, and internal knowledge—without positioning AI as a replacement for experts.

What it is

Two experiences, one system

Nudge is what students use. SLAN Builder is what professors and content owners use to turn static material into structured, course-aligned guidance—then deploy it to cohorts with controlled access.

Nudge (student-facing)

  • Guides learners through a structured path (prompts → decision points → checks).
  • Optimized for application under real constraints (not “answer dumping”).
  • Outputs an actionable outcome (recommendation, plan, checklist, next steps).
  • Artefacts (exportable docs / outputs) are planned as a student feature and are coming soon.

SLAN Builder (educator-facing)

  • Create a course and upload slides / PDFs / notes.
  • Auto-extract frameworks, then review and approve them.
  • Compose ThinkingPaths (steps + branching) and publish Nudges.
  • Create cohorts, add members, generate registration, and configure access.

How it works

From expert material to usable guidance

A simple pipeline: preserve expertise, add structure, and ship it with boundaries.
A journey, not a feature list

About pages land better when they show progression. This stepper makes the “pipeline” easy to scan and feel.

Expertise preservedStructure addedGovernance enforced
1
Start from expert materials
Use what you already have: playbooks, curricula, SOPs, examples, rubrics.
  • Ground everything in your content (not the open internet).
  • Preserve teaching intent and local standards.
  • Scope to context (cohort, module, role).
2
Turn them into structured guidance
Users get steps, decision prompts, checks, and completion criteria they can actually follow.
  • Convert 'knowledge' into executable steps.
  • Make assumptions explicit and reviewable.
  • Create completion criteria (what "done" looks like).
3
Ship with governance and boundaries
Control access, protect IP, and keep accountability with the humans who do the work.
  • Keep proprietary content protected and scoped.
  • Ensure accountability stays with the user/team.
  • Prevent 'answer dumping' and misuse by design.
Outcome

People don't just “get answers” — they produce defensible outputs with a visible trail of reasoning: assumptions, tradeoffs, steps, and completion criteria.

Cohorts & access

Deploy to the right learners, with explicit boundaries

SLAN is designed for academic and internal settings where governance and IP constraints matter.

Cohort management

Create cohorts, add learners, and run multiple cohorts per course without duplicating structures.

Access configuration

Scope Nudges to private, public, or restricted access (e.g., registration code / link), depending on deployment.

Review before release

Treat extracted structures as proposals. Review, approve, and version before wide rollout.

Proof

Pilots and evidence are presented only when verified

This site avoids guaranteed outcomes. Pilot write-ups can include adoption and usage metrics once documented and approved.

Pilot snapshot (placeholder)

Replace this block with an approved case study (e.g., London Business School) including: cohort size, adoption (WAU), completion rates, and instructor feedback—only where you can publish.

WAU
Completion rate
Time-to-first-help
Top blockers

Explore a pilot or deployment

If you’re an educator, program team, or L&D lead, we can walk through how SLAN Builder turns your materials into Nudges—and how access and governance work for your context.