Open for business

We are raising a pre-seed round.

Vindica Inc. builds Seneca: the learner-controlled measurement record between schools and learning products. Applications write observable evidence; authorized recipients read a scoped, auditable starting point. Teaching remains theirs. The record remains the learner’s.

View the deck (PDF) See milestones Request an intro

Stage: Pre-seed
Target: ~$500k
Instrument: SAFE
Close: Rolling

Why now

Every transition throws the record away, and someone pays to rebuild it.

A learning product can know a student for years and still hand the next teacher a score—or nothing. The receiving school, tutor or application repeats the diagnostic, reconstructs the context and pays for another bespoke integration. AI is multiplying products and evidence faster than institutions can reconcile them.

The average U.S. district accessed 2,982 distinct edtech tools in 2024–25. Instructure / LearnPlatform, 2025
Students used 48 unique tools during the year; educators used 50. Each one collects another fragment of learning context. Instructure / LearnPlatform, 2025
Existing standards move rosters, launches, grades, activities and credentials. None of them by itself supplies a learner-controlled longitudinal measurement state with item context, provenance and uncertainty.

The sector does not need another destination platform. It needs the layer between them.

The thesis

A record of the evidence—not a universal score.

A learning product writes the observable event and an item passport through the Seneca SDK. Seneca preserves the original evidence, source, assistance state and provenance, then labels every derived estimate by scope, calibration and uncertainty.

Today, a learner can authorize an application to read a minimized projection, export the learner’s own record and revoke application access. Guardian authorization, named-educator grants, correction workflows and institution-independent recovery are planned production work for this round. No outside product has completed a read yet.

Seneca standardizes what is known and how it is supported—not what should be taught next.

Clever is how the learner gets in. Seneca is the measurement record they bring with them.

The company, in facts

What exists today, stated plainly.

Legal entity Vindica Inc., a Delaware C-Corp. Operating team based in Seoul.

Team Kevin Choi, founder and educator with 13 years of teaching experience; Sungwon Cho, AI engineer with a control-systems background at Hyundai Movex and Korea University; and Jiwon Hur, education product and publishing lead, founder of Herbart Kita Publishing and Ewha Womans University B.A.

FORGE One of six live instruments writing graded item evidence and local assessment context to the record. Live 마로 인적성 Korean hiring aptitude (인적성). The first instrument aimed at adults with a hiring deadline rather than students with a school one. Live · launched August 2026 MaroTOS AI-graded speaking for Korean test-takers, scored on delivery, language and completeness. Beta MaroPrep AP and extended-writing evidence that preserves the draft, revision and item context behind the grade. Live KAAT Korean AI-use assessment (AI 활용 평가): original items measuring how a person works with an AI, preserving item-level evidence. Live VindicaOS Assessment and learning operations for SAT programs, connected to the same Seneca record. Live

Business model Learners pay nothing. Learning companies pay annual platform contracts for hosted reads and writes, identity and permissions, connectors, calibration, audit, compliance and support. Learners can see, export and revoke their record at any time, so they are never trapped inside Vindica. The integration contract and SDK are shared with partners in a sandbox, under agreement. Learner data is never sold.

Market An estimated $8M–$165M initial annual vendor opportunity, followed by an overlapping $49M–$296M institutional opportunity. These are pricing scenarios to test, not booked revenue or additive markets.

Commercial status Pre-revenue: 0 paying customers and $0 revenue to date. No external integration or annual platform contract has closed.

Live record 303 people produced 32,665 graded units across six first-party instruments, excluding company and test accounts. The in-house bank contains 11,315 questions. Counts as of 16 September 2026.

Validation Observable item-passport fields improved fresh-item prediction by 2.761% on 293,490 development predictions and helped in 29 of 29 countries. Our provisional publisher-process mapping performed 0.112% worse; cross-subject learner history performed 0.156% worse than no profile across 579,172 predictions. We kept the first result and rejected the latter claims.

Next proof The core record is live. External reuse is not. The next milestone is one outside product reading or writing a Seneca record and measurably reducing onboarding effort without degrading measurement quality.

Round Currently raising approximately $500k on a SAFE, with $0 in outside capital raised to date. Terms on request.

Deck Eleven slides: the problem, product, market, evidence, business model, timing, team and milestones this round must reach. View PDF

What the round buys

What $500k has to prove.

Product. Two external integrations completing a production write, authorized cross-system read, correction, export and revocation.
Evidence. A baseline onboarding-cost dataset and preregistered trial showing non-inferior measurement quality with materially less learner and staff effort.
Commercial. Three paid design partners buying for the same reason, with implementation time falling between the first and third.

The round funds the measurement lead, engineering, pilots, governance and compliance work required to test one narrow business: whether the next system can establish trustworthy learning context without starting the learner over.

If portability does not reduce that burden, we will say it did not create a business.

Get in touch

Request an intro.

Tell us who you are and we will send the deck, the use-of-funds detail, and a time. Every message from a named person gets a reply, whether or not it turns into a conversation.

Prefer email?
kevinchoi@vindicaseneca.com
Kevin Choi, Founder
Vindica Inc. · Delaware C-Corp