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A free guided evaluation of one workflow.

Work directly with Sibo Tao to review a configured example before deciding on a paid engagement.

Discuss your workflow

Small scope. Useful decision.

  • One workflow, one synthetic case, and up to three approved resources.
  • One configuration pass and one founder-led review, with a review date agreed upfront.
  • No identifiable student data, live accounts, production integrations, or unlimited customization.
  • No automatic billing or obligation to purchase. The paid pilot below is optional.

This is a guided prototype evaluation—not a live operational trial. Any future monthly subscription requires separately agreed scope, pricing, and production readiness.

Design-partner pilot

Test one real education workflow in 4 weeks.

LearnerLoop pilots are intentionally narrow. We configure one branded student and parent experience around your program, resources, parent visibility rules, and staff escalation process.

Founding partner pilot: $2,500

Paid upfront after a written scope is agreed. Any continuation pricing or pilot credit is agreed separately in writing.

Included

What the $2,500 pilot buys

One branded student next-action workflow configured around your program
Studio controls for resources, workload, parent visibility, and staff escalation
Student Today, parent progress, and staff intervention views
Weekly founder-led review and configuration updates
A timed workflow comparison, findings summary, and continuation recommendation

Boundaries

Narrow enough to produce a real decision

We define one primary success signal before work begins—for example, time to prepare a next action, staff acceptance or revision rate, or consistency across sample decisions. The current evaluation does not claim to measure student or parent outcomes.

One program or workflow, with up to 25 synthetic or anonymized sample cases
No broad rollout, unlimited customization, or production integrations
No identifiable student data or live student accounts in the current demo environment
Rule-based recommendations and simulated AI conversations; live AI is separately scoped
No guaranteed learning outcome or compliance certification

What you keep after the evaluation

A written configuration summary of your resource, workload, parent visibility, and escalation rules; a sample-case decision review showing staff approvals and revisions; and a findings report comparing your current process with the configured workflow against the agreed success signal.

The written scope defines deliverable formats and evaluation access. Ongoing hosted access, production deployment, integrations, and continuation pricing are not included automatically. A no-go finding is a valid result—not a promise of learning gains or revenue.

Four-week working plan

Configure, validate, and reach a go-or-no-go decision.

Week 1

Map one program, success metrics, representative student cases, resources, parent visibility rules, and staff escalation rules.

Week 2

Configure the branded Studio, Student Today experience, parent progress view, and staff intervention queue.

Week 3

Review the configured workflow with staff using synthetic or anonymized sample cases.

Week 4

Decide whether planning time, staff acceptance, exception handling, and workflow fit justify an operational next step.

From interested to started

Know the decision path before the fit call.

1

Fit call

Confirm the workflow, buyer, and reason to test now.

2

Written scope

Agree on one success signal, responsibilities, data boundaries, and dates.

3

Agreement + payment

Sign the pilot terms and pay the $2,500 fee upfront.

4

Configuration

Start with synthetic or anonymized cases while the workflow is configured.

Nothing starts from a verbal yes alone. A short written proposal confirms the workflow, success signal, deliverables, exclusions, dates, responsibilities, and data boundaries before agreement and payment.

What we need

The first pilot should be measurable before it is broad.

The goal is to learn whether LearnerLoop makes one staff-owned workflow faster, more consistent, and easier to review before expanding to live students, more programs, or additional data sources.

One SAT/test-prep, tutoring, enrichment, or admissions workflow
3-10 representative resources, assignments, or advising materials
10-25 synthetic or anonymized sample cases
One business owner responsible for weekly review
Clear parent visibility rules and staff escalation thresholds
Written data boundaries and go/no-go expectations for the evaluation

Ready to test one workflow?

Start with a narrow pilot around your real operating model.

We will use the call to confirm the workflow, student cases, parent visibility expectations, and whether LearnerLoop is a good fit for a 4-week design-partner pilot.

Book a 15-minute pilot fit call

Prefer email first?

Share the workflow you want to test.

This is a low-pressure way to qualify a pilot. We only use the details to reply about your question.

No newsletter signup. We use these details only to reply about your pilot question.