Start every new learner from their real history.
A new user's first session usually goes to a diagnostic they have taken somewhere else. With Seneca, learners arrive with evidence from the products they already used, with their permission, so your product can start teaching in the first minute. That is a better first session to sell, and a premium feature you don't have to build.
49 seconds. A fictional student and fictional apps.
How Seneca works, in three steps.
Each product keeps its own curriculum, interface and teaching decisions. Seneca carries the evidence between them.
A product records what happened
Answers, timing, the help that was available and the item's context, sent as observable events. No universal score.
Seneca keeps it with its source
Every conclusion carries the product it came from, when it was observed, how much evidence supports it and how certain it is.
The next product starts from it
With the learner's permission, another product reads a short, sourced summary and decides for itself what to teach.
Who Seneca is for.
Learning and assessment products
Start new learners from prior evidence, and let what your product measures count in the next product they use. Test it with a fictional learner first.
Engineering teams
Map the events you already record, connect over the SDK or MCP, and read scoped context back with the learner's authorization.
Schools and programs
How school data is handled, what Seneca does not yet accept, and what a school should check before any pilot.
Learners
Carry your record for free. Export it, and grant or revoke each product's access yourself.
Investors
Vindica is raising a pre-seed round. What exists today and what the round has to prove.
Six products already write to the same record.
Each is a first-party product built by Vindica. The core record and learner authorization are live; reuse by an outside product is the next proof.
FORGE
Digital SAT and AP practice that writes graded item evidence and assessment context to the record.
MaroTOS
AI-graded TOEIC Speaking for Korean test-takers, keeping the task, the response and the scoring evidence.
마로 인적성
Korean hiring aptitude practice, the first live product aimed at adults with a hiring deadline.
MaroPrep
AP and extended-writing evidence, keeping the draft, the revision and the item context behind the grade.
KAAT
Korean AI-use assessment: original items that measure how a person works with an AI.
VindicaOS
Assessment and learning operations for SAT programs, connected to the same record.
Your product stays yours.
Seneca is a record. It standardizes what is known and leaves the next move to your product, your model and your teachers.
What can travel
- Outcome, timing and attempt history
- Assistance state and testing conditions
- Observable item and task features
- Source, scope and uncertainty
What stays with you
- Your curriculum and teaching sequence
- Your interface and recommendation logic
- Your proprietary questions and content
- Anything the learner did not authorize
Updates
See one learner move between three apps
An interactive demo and two short videos show what changes when a product starts from evidence.
Seneca's site is now in Korean
The product, developer and trust pages are available in Korean, with the same commitments as the English pages.
What a Seneca pilot looks like
One fictional learner, your existing data format, no production access. What you send, what comes back and how you decide.
Test Seneca with a fictional learner.
Send one made-up student history shaped like your data. We return a learner summary, the evidence behind it and an example first step inside your product. Fake data only, no production access, no engineering sprint.