For California districts · CALPADS

AI-native compliance infrastructure for K‑12.

Tessera's validation engine detects anomalies in realtime and prices the funding at risk — while AI agents keep the rules current with the state, build reports from a sentence, and make your entire district's data queryable in plain English.

Realtime anomaly detection Funding risk in dollars, per error FERPA row-level security
app.tessera.report/overview
Tessera overview — blocking errors and funding at risk across a district's reports
The status quo

K-12 compliance still runs on spreadsheets and headcount.

District teams stitch together SIS exports, siloed tools, and tribal knowledge — and find out what's wrong only when the state flags it back.

Stitched-together tooling

Validation lives in spreadsheets, school by school. No single system watches the whole district in realtime.

Errors surface too late

Mistakes get caught after submission, when the state flags them back — with the deadline already bearing down.

The count decides the dollars

State funding is calculated from certified data. A late or error-laden file puts real money for students at risk.

AI-native, not bolted on

Infrastructure that keeps itself current — and answers back.

This is compliance when AI is the default: the rules maintain themselves, reports build themselves, and the data speaks plain English — while the AI stays data-blind and every action is audited.

Self-updating rules

Agents watch the state. The engine updates itself.

AI agents constantly monitor CALPADS documentation for rule and calendar changes and push updates into the validation engine — so your compliance layer never silently goes stale.

Constantly monitors published CALPADS rules, code sets, and calendars.
Changes flow into the validation engine automatically — logged, versioned, reviewable.
Submission deadlines track the official CALPADS calendar.
app.tessera.report/deadlines
Deadlines — submission windows tracked against the CALPADS calendar, with readiness status
Agentic Report Builder

Describe the report you need. Watch it get built.

The Report Builder is a real agent, not a form. It turns a sentence into a working report — and behind the scenes it dry-runs the result and fixes its own mistakes before you ever see it.

Refine in conversation — "add their gender," "only grade 9" — it updates in seconds.
Save it as a named template that runs live against the latest data and exports to CSV.
Publish district-wide — every viewer automatically sees only their own scope.
app.tessera.report/report-builder
A queryable district

Your entire district's data, queryable.

Every CALPADS file — enrollment to discipline — joined, governed, and open to questions. Ask in plain English; get charts, tables, and metrics, with the exact definition of what ran shown before every answer.

One queryable layer over all 14 file types — no exports, no SQL, no ticket.
The definition comes first — see precisely what ran before you trust the number.
Pin answers to live dashboards and share district-wide, auto-scoped per viewer.
app.tessera.report/insights
Ask Tessera — natural-language questions turned into governed queries over district data
The deterministic core

Underneath the agents: realtime anomaly detection, priced in dollars.

The foundation is not AI. A deterministic validation engine sits on top of your compliance data and checks every record against CALPADS rules as it changes — zero AI in the pass/fail call.

Detect anomalies

Every record checked in realtime, across 14 CALPADS file types.

Enrollment, demographics, programs, English learners, special education, discipline, attendance, CTE, and more — errors surface the moment they appear in your data, not after the state sends the file back.

Every finding tied to a specific student, the rule it broke, the offending value, and a plain-English fix.
Perfect detection on benchmark data with planted errors — precision and recall of 1.000.
Deterministic rules, not predictions — the same finding, every time.
app.tessera.report/reports
Compliance reports — every CALPADS submission file validated in realtime
Price the risk

See the dollars riding on every error.

Every error is priced. Tessera estimates the LCFF and categorical dollars a district could lose to unresolved anomalies — computed per error from state funding mechanics — so your team fixes what matters first.

Every funding stream ranked by dollars at risk.
Per-error estimates computed from actual state funding mechanics.
Fix in priority order and watch the at-risk number fall.
app.tessera.report/funding
Funding tracker — LCFF and categorical dollars at risk, priced per error
One workspace

The whole district, one queryable workspace.

app.tessera.report/data-explorer
Data Explorer — a student's records across every CALPADS file, joined side by side with non-compliant fields highlighted
Data ExplorerQueryable down to a single student — records across every CALPADS file, joined side by side, every non-compliant field highlighted in context.
app.tessera.report/insights
Live dashboards — charts built by the agents, pinned and shared district-wide
Live dashboardsAnswers and agent-built reports pin to dashboards that stay live against the latest data — shared district-wide, each viewer seeing only their scope.
Trust, by architecture

AI you can put in front of student data.

Built for the strictest room in the district — where "trust us" isn't an answer. The guarantees are structural, not policies.

Data-blind by design

The agents see field names, code sets, and counts — never a student record. Every answer is validated before it touches data.

Deterministic core

The validator is pure published-style rules. No model decides pass or fail — ever.

FERPA row-level security

District staff see the district; school staff see only their school — enforced in the database on every query, export, and shared report.

You hold the controls

Strictly read-only on student records. Teach the agent your district's terminology, set guardrails, and audit every action it takes.

How it works

From scattered spreadsheets to a clean certification.

Same starting data, a very different deadline. Here's the loop districts run today — and the one your agents run with Tessera.

Today
Manual. Errors bounce back. Scramble before the deadline.
District Manual prep Submit Errors flagged Rework & resubmit
With Tessera
Errors flagged in realtime, priced, and fixed. Certified on time.
District Tessera validates Clean submit Certified
Outcomes

What a clean window looks like.

A snapshot from one district's Fall 1 cycle with Tessera.

362 0
blocking errors cleared across 14 reports before the file reached the state.
$663K
in state funding protected by certifying on an accurate count.
1.000
precision and recall on benchmark data with planted errors — detection is rules, not guesses.
Illustrative figures from a modeled scenario. Funding impact is an estimate, not a guarantee.

See your compliance infrastructure run.

Tessera detecting anomalies in your own data, pricing the funding at risk, and building a report from a sentence — in a 30-minute walkthrough.