AI Legal Drafting Software for Clia
Consultants send clients letters and notices full of references to laws. Each reference had to be looked up by hand, and one wrong article number can cost a client's trust. Clia puts two AI tools on one platform. The assistant answers everyday questions and opens on ready tasks. The editor helps draft and summarize documents, and a trained model turns every law they cite into a working link. Hygge built both apps on one shared core.
Does Your Team Still Check Every Citation by Hand?
If your experts write documents full of references, we start with a map of how they draft today. You get a proposal with the scope, team, timeline and cost.
Where Consultants Lost Time and Trust
Each problem cost a consultant time or put a client's trust at risk.
References Checked by Hand
Every law or regulation a document cited had to be found and opened one at a time.
Almost Right Is Wrong
A citation with the wrong article is a wrong citation. General AI models often cut a reference in the wrong place.
Routine Documents From Scratch
Emails and disciplinary letters were drafted by hand for each client.
Circulars Keep Coming
New circulars and notices arrive all the time, and each one needs reading and a short summary.
A Blank Chat Box
A chat with no starting point leaves a busy consultant guessing what to ask.
A Prototype at Its Limit
The first version proved the idea. Each new feature made it harder to change, and it could not serve two products.
The Challenge
Consultants write for clients who rely on the rules being right. Every document cites laws and circulars, and each reference was checked by hand. The client wanted two tools for this work: an assistant for quick questions and an editor for drafting. Its first prototype proved the idea but could not carry both.
Documents full of legal references, checked one at a time.
Our Solution
Hygge moved the platform to React and FastAPI one feature at a time. Both apps share one core, and each deploys with its own branding. In the editor, a trained model finds each legal reference and turns it into a link. The assistant opens on ready tasks and keeps a history of past answers.
Two apps on one core, with a model trained to find legal references.
How the Legal Drafting Software Solves It
Each card answers one problem above.
References Turned Into Links
A trained model finds the legal references in a document and links each one.
A Model Trained on the Formats
Training on real reference formats made detection reliable enough to link on its own.
Drafting Help in the Editor
The editor cleans up text, writes summaries and reads a document aloud.
Circulars and History in One Place
The assistant keeps circulars and notices in their own section, next to the history of past answers.
Quick Starts for Real Tasks
The assistant opens on tasks such as an email, a disciplinary matter or a summary.
One Core, Separate Apps
Shared services sit underneath. Each app ships with its own branding and features.
What the Legal Drafting Software Does
Two apps, the assistant and the editor, and the shared foundation that keeps them apart.
AI Assistant With Quick Starts
A chat assistant that opens on real tasks: emails, disciplinary matters, study and marketing content, summaries. A user starts from a task.
Regulatory Circulars Section
A section for circulars and notices, plus activity history. A consultant needs last week's answer as much as a new one.
AI Document Editor
A rich text editor built on TipTap. It has one-click summaries, cleanup tools and read-aloud through text to speech.
Legal Reference Detection
A fine-tuned model finds legal and regulatory references in a document and turns them into links. It exports the set it found as structured data.
Usage Tracking Built In
The volume of processed text is tracked per account, ready for usage-based billing.
Independent Deployment
Docker packaging with PostgreSQL or MySQL, so each app deploys on its own and fits the target environment.
What Runs Without Anyone Pressing a Button
The work both apps do on every request.
Text Volume Metered as It Runs
Usage is tracked per account as text is processed, ready for usage-based billing.
References Linked in One Pass
The editor scans a document, links every legal reference and exports the set.
History Kept for Every Request
The assistant keeps an activity history, so a consultant can find last week's answer.
Each App Ships in Its Own Container
Docker images deploy each app on its own, against PostgreSQL or MySQL.
What Consultants Got
What the legal drafting software does in daily work now.
Citations a Consultant Used to Look Up by Hand
A Document Read Once, Every Reference Resolved
Text Volume Tracked for Billing
On One Platform, Shipping Apart
The Stack Behind Clia
React
FastAPI
Python
TipTap
PostgreSQL
MySQL
Docker
TypeScript
OpenAI API
LoRAPrototype to Platform
Assess the Prototype
Editor AI Features
Staged Migration
The Two Applications
Where Legal Drafting Software Fits by Industry
Industries where text is full of references to other text, and an answer has to point at its source.
LegalTech
Document-heavy products where a reference has to be exactly right, and an approximately correct citation is a wrong one.
Healthcare & Staffing
Marketplaces and workflow tools for care organizations, where the mechanism in the middle decides whether the market is fair.
Public Safety & Security
Recognition and alerting systems for agencies working in the field, built to keep running when the network does not and to survive the audit that follows.
HR & Recruitment
Hiring platforms, professional networks and staffing marketplaces where matching runs on structured data.
Solutions Built Into Clia
This consultant software was assembled from systems Hygge builds as standalone solutions. Each card shows what that solution covered here.
Business Process Automation
Consultants chased the legal references in each document by hand. A fine-tuned model now finds them, links them and exports the set as structured data.
- Auto-linkedReferences a consultant used to look up by hand
- 1 passA document read once, with every reference resolved
- StructuredOutput the product can use without retyping
API & Payment Integration
Usage is billed by processed text, so metering is part of the product. The platform ships as Docker images against PostgreSQL or MySQL.
- MeteredText volume tracked because that is the invoice
- DockerEach app packaged to deploy on its own
- 2 appsReleasing on their own schedules from one platform
More Products Hygge Has Shipped
Other AI products Hygge has built around dense material and answers people rely on, much like this consultant software.
Country Navigator
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- 0Downtime moving a ten-year-old platform
- 1 configReplaces the SSO setup only one person knew
- 10 yearsOf monolith rebuilt into services
CreAItivity
Creative agency software that runs a UK agency's ideation method without a facilitator, now in its third year.
- 36 widgetsCarry a method that needed a facilitator
- 20+ yearsOf agency practice turned into software
- 3rd yearOn the architecture chosen at the start
Smarter Humans
A spaced repetition app built by the same team since 2019. About a million users moved to the rebuilt system with zero downtime.
- 93 %Cut off a 20-second document load
- 1 uploadReplaces the card writing people quit over
- 7 yearsOn one product with the same team
Legal Drafting Software: Questions Buyers Ask
Why rebuild the first prototype?
Why train a model for legal references?
Can each app have its own branding?
What does the editor do besides linking references?
Which databases does it run on?
Let's Build Something That Matters
We're your one-stop Digital Engineering Partner. Tell us the process, product, or data problem you're trying to solve, and Hygge scopes AI and software work around the business result you need.
Tell Us What You're Building
Share the product, process, or data problem behind the request, along with the systems, data, or timeline the build has to work around.
Get an Audit-Backed Consultation
Hygge reviews the systems and data behind the request, so the first call opens with real specifics on the table.
Receive a Scoped Proposal
A plan with the approach, team, timeline, and cost, built around the business result the project needs to hit.