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AI-assisted software development for legal teams
Workflow software for how matters actually run — intake, status, deadlines and documents — with the confidentiality posture your clients now audit you on.
Ciao is an AI-assisted engineering platform law firms and in-house legal teams use to build matter and document workflow tools — client intake portals, matter status dashboards and deadline tracking. It is workflow tooling, not legal advice. Unlike consumer app builders, Ciao provides matter-level role-based access, zero-retention AI contracts, no training on your data, and an append-only audit trail — the answers outside counsel guidelines increasingly demand.
Published 2026-07-03 · Last updated 2026-07-03
Matters run on email. The DMS only sees the documents.
A modern firm has a document management system, a practice management platform and a billing system — and still runs the actual work in inboxes. Intake arrives as an email thread and a Word questionnaire. Deadlines live in one paralegal's calendar and institutional dread. Matter status is a partner interruption: the client calls, the partner asks the associate, the associate checks three systems and writes a summary that is out of date by Friday.
Point solutions exist for every slice of this, but each new tool is another confidentiality review, another data location to disclose, and another subscription that fits a generic firm rather than your practice groups. Partners are rightly conservative about anything that might touch privileged material — which means most workflow problems simply stay unsolved.
Ciao lets the firm build its own tools, shaped to its own practice, on a platform designed to answer the confidentiality questions first. And a necessary line drawn plainly: Ciao builds workflow software for legal teams. It does not give legal advice, does not draft filings on its own authority, and does not replace professional judgment — it organizes the work around that judgment.
In-house teams live a version of the same problem. Intake from the business arrives by email, matter status is a spreadsheet the general counsel refreshes before board meetings, and outside counsel spend is reviewed after it is spent. The examples below read law-firm first, but legal operations teams build the same tools pointed inward — and answer to the same confidentiality standard.
What legal teams build on Ciao
Client intake portal
Structured intake with document upload, engagement questionnaire and the party information your conflicts process needs — collected once, routed to the right people, instead of assembled from an email thread.
Matter status portal
Clients see the stage, upcoming dates and documents requested of them — cutting the status calls that currently interrupt fee-earners, and giving clients the transparency they now expect.
Deadline dashboard
Dates across matters with owners, lead-time alerts and escalation when something sits unacknowledged — a shared operational view supporting your docketing process, not a substitute for it.
Document request checklist
Due-diligence and discovery collection tracked by item, custodian and status, with reminders — replacing attachment archaeology across a hundred-message thread.
Engagement letter workflow
Template selection, approval routing and signature status with a record of each step — so new matters open cleanly and nothing starts work before the letter is in place.
Closing checklist tracker
Conditions precedent, signature packets and post-closing items as a live checklist shared with the deal team — the version of the closing agenda that is never stale.
Firm operations tools
Lateral onboarding, CLE and bar-date tracking, business intake approvals — the administrative workflows that keep the firm running and currently live in spreadsheets.
Confidentiality is the platform requirement, not a feature
Legal workflow tools live next to privileged material, and the profession's duties of confidentiality do not soften because the software was easy to build. Every design decision below exists because of that fact — and each maps to a question your clients are already asking in their guidelines.
- Access scoped the way firms need it — Role-based access control lets you build apps where visibility is scoped per matter and per practice group — the structural separation your screening procedures require, enforced by software rather than convention.
- An answer for outside counsel guidelines — Clients now ask their firms about AI use in writing. On Ciao the substance of the answer is: no training on firm data, inference under zero-retention model contracts, and an append-only audit trail of activity.
- A record of who did what — The audit trail spans prompts, merges, deploys and admin actions, and Guardrails records named human review on serious changes — evidence for your own risk committee, generated automatically.
- Deployment where your clients require — Firms serving clients with strict data requirements can deploy into their own cloud account, a private VPC, or on-prem under separate terms.
The confidentiality posture, itemized
These are the answers your risk committee will want in writing, and the same ones your clients' outside counsel guidelines ask you to certify:
- ✓ Customer code and data are not used to train models; inference runs under zero-retention model contracts
- ✓ Role-based access control supporting matter-level and practice-group separation
- ✓ SSO via SAML and OIDC with optional MFA, tied to the firm's identity provider
- ✓ Append-only audit trail across prompts, merges, deploys and admin actions
- ✓ Deployment to your own cloud, private VPC, or on-prem under separate terms
- ✓ SOC 2 Type II reports available under NDA for the firm's own vendor review
The DMS and practice management system stay put
Ciao-built tools do not replace the document management system, practice management platform or billing system — they organize the workflow those systems watch from a distance. Apps connect through the APIs those platforms expose, so documents stay in the DMS, time stays in billing, and the new intake portal or deadline dashboard reads and writes where the firm's records already live.
That also means adoption is incremental. One practice group can pilot an intake portal without migrating anything, and the firm decides what to build next based on what actually reduced interruptions. Billing integration follows the same pattern: an e-billing pre-review tool reads entries and guidelines from the systems the firm already runs, flags issues for a human biller, and never becomes a second billing system to reconcile.
How a firm tool ships
Risk reviews at the plan; fee-earners never touch a requirements document; the audit trail accumulates from the first prompt.
1. Describe
A practice group leader or COO writes the workflow in plain language — stages, roles, documents, dates.
2. Plan
Ciao returns a scoped plan including data touched and access roles, reviewed by the firm's risk function before building.
3. Build
The tool is built in real React, TypeScript and Supabase code in a workspace the firm administers.
4. Test
QA runs deterministic browser replays on the flows that matter — intake submitted, deadline escalated, status updated.
5. Govern
Guardrails applies firm policies and records named review on serious changes.
6. Deploy and monitor
The tool ships to the firm's chosen environment, with Doctor monitoring the live app.
Matter workflows, before and after
Each row below costs fee-earner attention today. The measure of the tool is not features — it is how many interruptions stop reaching the people whose time the firm bills.
| Workflow | Today | Ciao-built |
|---|---|---|
| Client intake | Email threads and Word forms | Structured portal feeding conflicts and engagement steps |
| Status updates | Calls to the partner | Client-facing matter portal |
| Deadlines | One person's calendar | Shared dashboard with owners and escalation |
| Document collection | Attachment archaeology | Checklist with status and reminders |
| Billing review | Write-offs after rejection | Pre-submission guideline flags for human review |
Engagement, for firms and legal departments
Firms typically start with one workflow in one practice group — intake and matter status are the usual candidates because they reduce interruptions fee-earners actually feel. Serious development programs start at USD 10,000 per year, and the first conversation with sales should include whoever owns the firm's risk and confidentiality review, since their questions have the most detailed answers here. The measure most firms apply afterwards is simple: count the status calls and intake emails that stop reaching fee-earners in the first month.
Frequently asked questions
Does Ciao provide legal advice or AI lawyering?
No. Ciao builds workflow software — intake, status, deadlines, document tracking. Legal judgment, advice and responsibility remain entirely with the lawyers; the software organizes the work around them.
How is client confidentiality protected?
Firm data is not used to train models, inference runs under zero-retention model contracts, and access is governed by role-based controls tied to your SSO. Deployment into the firm's own cloud or on-prem is available where client requirements demand it, and SOC 2 Type II reports are available under NDA.
Can access be separated by matter or practice group?
Yes. Apps are built with role-based access scoped to matters and groups you define — the structural separation your screening and information-barrier procedures require, enforced by the application rather than by habit.
What do we tell clients who ask about our AI use?
Something concrete: workflow tools are built on a platform where firm and client data are excluded from model training, inference is zero-retention by contract, activity is recorded in an append-only audit trail, and human review is recorded on serious changes. That answer fits inside most outside counsel guideline responses as written.
Does a deadline dashboard replace our docketing procedures?
No, and it should not. It gives the team a shared operational view — owners, lead times, escalation — that supports your docketing process. Professional responsibility for dates stays with the firm's established procedures.
Who owns the software the firm builds?
The firm does — 100% ownership of standard React, TypeScript and Tailwind code, exportable at any time. Nothing about the firm's workflow tooling is locked to the platform.