Ada|NumbersEvery number computed from your records, never made up.
Every record with a number in it
Quilt connects your district’s systems, retrieves the information agents need, and controls what they can access and do. Start with our pre-built agents or build your own.
Ask about your district…
Illustrative. Valle Verde Unified is a fictional district running sample data. The answer structure, the citations and the refusals are exactly what Quilt produces.
Why now
Grades here, attendance there, assessments somewhere else. The answer exists across four systems and no one has time to stitch it together.
By the time the data team turns around a request, the quarter is over and the moment to act on it has passed.
A chatbot that can’t tell whose records you’re allowed to see is a compliance problem, not a tool.
An answer without a source is a rumor. You can’t take a rumor to a parent, a board, or a state auditor.
What Quilt is
Quilt brings together district data, local rules, public information and AI reasoning. Agents use the same connections and controls, so each new workflow builds on the foundation you already have.
Quilt retrieves the records needed for a task from connected systems, within the person’s access permissions.
Your policies, plans, goals and definitions help agents interpret information in the context of your district.
Education Code, CDE guidance, Dashboard files, peer practice, research. Searched in an isolated sandbox that never receives a student’s name.
Approved AI models interpret information and prepare work. Software calculates figures, and your team can review the supporting sources.
How it works
Not another system to log into. Quilt connects the ones you have, decides who may see what, and answers in plain language with the record attached.
Quilt reads your SIS, your assessments, your attendance and your documents. Nothing gets replaced and nothing gets re-entered.
Scope comes from your roster. Everyone reaches exactly the students their job already reaches, and no further.
One question crosses every system. Every number arrives with the record it came from, and every action waits for a person.
01 / Connections
Quilt retrieves information from connected systems, documents and public sources. Your systems remain the source of record. You don’t need to move everything into a new data warehouse.




and 33 more
Bring attendance, grades, assessments and program information into one answer, using the sources your district has connected.
Staff keep recording information where they do today. Quilt retrieves what is needed through supported connections and approved files.
See the source behind a figure and when the information was retrieved. Data freshness depends on each system’s connection and update schedule.
02 / Permissions
A superintendent, a teacher and a parent can all ask “How is Devon P. doing?” Each gets only what their relationship to Devon allows.
03 / Cass · Sources
Review source records, calculated figures and interpretations separately. Your team can see what supports an answer and where judgment is needed.
04 / Sol · Approvals
Sol writes the 47 attendance letters, each with the right dates and tone. Nothing leaves the building until a person presses send.
draft · Devon’s family
Hi Marcus. Devon has missed 11 days this term, and we’d like to help before it affects his Algebra grade. He’s currently at 51% in Period 3. Would a short call this week work? Ms. Jones has time Thursday after 3pm.
Ask once and you get a document, not a chat log, with the charts, the school-by-school breakdown, and a page of sources at the back.
Rosters, grades and assessments come in through the standards your vendors already support, plus the nightly file transfer you actually run.
05 / Standing tasks
Point an agent at a question and give it a cadence. It runs whether or not anyone remembers to look, and every run keeps its sources so you can read this week against last.
06 / The team
Our agents are shaped by decades of experience from district leaders and operators. Purpose-built for K–12 workflows, they combine that expertise with your district’s data, policies and priorities to analyze information, flag changes and prepare work for review.
Ada|NumbersEvery number computed from your records, never made up.
Every record with a number in it
Wren|Early WarningFinds the students who are slipping, weeks before a report card would.
Every signal that arrives before a report card
Sol|DraftingWrites the letters, memos and board decks. None of them send themselves.
Your records, your templates, your voice
Cass|SourcesTells you which sentences are facts and which are guesses.
Every system Quilt touches
Beck|PolicyAnswers from your board policy and the Ed Code, and cites the page.
Every policy and rule you answer to
Create your ownPoint Quilt at a job your team repeats. It becomes a sixth agent, under the same limits as the rest.
Whatever your team does twice
“Why did Grade 6 math slip?” pulls Ada for the arithmetic, Wren for the students who started slipping in October, Beck for what your LCAP committed to, and Cass to check every claim against the record it came from.
Why Quilt
Three things a general AI tool does not have. The right model for each step, agents shaped by people who have run districts, and a secure connection to every system and document you already have.
Reads the recordsfast model
Checks the Ed Codecareful model
Drafts the board itemwriting modelNot every step needs the same model. Each one goes to whichever handles it best, and you are never locked to one vendor.
Numbers · Early warning · Drafting · Sources · Policy
Shaped by the practices of people who have run districts, not general-purpose AI pointed at schools. Each agent has one job and knows the systems behind it.




Allowprincipal manages the school of enrollment
Your SIS, assessment, attendance and documents, read under your district’s permissions. Every request is checked before an agent acts, and nothing is written back.
Why we built it this way
Not a smarter chatbot. Five agents who each hold one corner, so you can pull a thread without ever pulling one you shouldn’t.
“I’ve sat through a lot of AI demos. This is the first one where my general counsel stopped asking questions before I did.”
FAQ
No, and the difference is the entire product. ChatGPT has no idea who you are, what you’re allowed to see, or what your board policy says. Most of the work here isn’t the model. It’s connecting your systems, joining them into one record per student, enforcing your permissions on every request, computing metrics your way, and citing every claim.
We use frontier models, several of them, routed by task, the same way a bank uses a database. The model is a component. The governance is the product.
Less than you would guess, because we start narrow. A founding-district start is single sign-on, one read-only SIS connection, one assessment source, and a folder of documents you already have. Most districts are answering real questions within about four weeks of the agreement being signed.
We don’t ask you to replace anything, migrate anything, or change how your staff enters data.
Your data stays in your tenant, isolated at the database, storage, cache and index layers, encrypted in transit and at rest. Model providers receive only the minimum context needed for a request, under enterprise terms with no training on your data and defined retention.
We sign your state’s student data privacy agreement, the CA-SDPA in California, and we’ll sit with your general counsel and your county or regional office as often as it takes. Read the full detail
The request is denied before any data is retrieved, and the attempt is logged with the user, the resource, the decision and the reason, exactly like Tom Keller above. The model is never handed the record and asked to be discreet. The tool that reads student records simply refuses to execute.
There’s a free tier that runs on your district’s public record and needs no agreement at all. Beyond that it’s one annual subscription, $4,000 for a single school, or $3 per student for a whole district. Unlimited staff accounts, unlimited questions, no per-seat licenses and no usage meter.
You export everything. Your data, your document library, your metric definitions, your audit log. Then we destroy our copies on the schedule in the agreement, then certify it in writing. Your district owns and controls its data at every point. That isn’t a courtesy. It’s the contract.
Founding districts, 2026–27
Thirty minutes, and you bring the question. We’ll run it on your district’s public record, so there’s no agreement and nothing to install.