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● Public sector — Legal affairs

The AI agent for public sector lawyers: sourced research, monitoring under control

Finding the applicable case law, keeping up with texts that change constantly, drafting a first version of an act: this documentary work takes up a considerable share of legal officers' time — without being the analysis the authority actually expects. Your AI agent absorbs the research and the monitoring, with sources cited. Hosted in France — on local inference or an isolated resource — the data stays under control. The AI agent assists, the legal officer decides.

Hosted in France Public data protected GDPR & AI Act: governed deployment Human oversight

Updated on

Deployed in a few weeks
Legal assistant · hosted in France
Our authority wants to raise the threshold below which a works contract is exempt from publication. What is the state of the applicable law and what are the conditions?
State of the law (up to date). The exemption from a formal procedure for works contracts applies below the threshold set in the Public Procurement Code, raised by decree for certain operations.
Conditions: compliance with the principles of public procurement (equal treatment, transparency), no artificial splitting of the contract, and verification that the price is reasonable. Three references cited, including a recent administrative case-law decision.
⛓ Source · the authority's legal databases + consolidated texts cited
Has there been any recent regulatory change to that threshold?
Monitoring signal. A recent decree has changed the threshold for works contracts; the consolidated version applicable at your date is cited. Note: a draft text out for consultation could change it again — worth watching before the council votes.
I am preparing a sourced briefing note for your approval.
✎ Action · sourced note ready for review — the legal officer approves and signs
Local inference · no data outside the EU
Data hosted in France
Sovereign by designLocal inference or hosting in France
GDPR & AI Act: governed deploymentTraceability & human oversight
TurnkeyDesigned, installed and operated for you
The legal officer decidesThe agent assists, never rules alone
✦ In brief

In a legal affairs department, a Blue Lemon Agent agent searches and summarises case law, doctrine and applicable texts, with sources cited, tracks regulatory developments in your fields and prepares draft acts and pleadings. It runs on local inference or is hosted in France: no public data is exposed to a foreign service, architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity. The time saved is redirected towards higher-value legal analysis. The agent prepares and sources; the opinion stays with the legal officer. Live within a few weeks.

100%
hosted in France in the target architecture
0
transfer outside the EU in the target architecture
9
uses ready to deploy on this scope
0
decision taken without human approval

Reference points describing our offer, not results measured at a client. The scale of the gain is confirmed by a pilot on your own scope.

The context

Why AI matters to public sector lawyers — and why they hesitate

The law applicable to local authorities and public bodies changes constantly, and response times are getting shorter. But available time is mechanically reduced by documentary research and monitoring — and the data handled engages the liability of the public body.

! The issue

The legal department is caught between elected members and directorates who want reliable, fast answers, and an ever-growing documentary workload (case law, doctrine, consolidated texts, regulatory monitoring). Yet most consumer AI solutions amount to entrusting litigation files, draft council decisions and sensitive data to a third party, often hosted outside Europe and subject to the Cloud Act.

Our answer

AI is only of interest to a public body if it is sovereign and confidential by design. Local inference or an isolated resource hosted in France, systematic human oversight, decisions reserved to the legal officer: the time saved on research is never paid for in lost sovereignty. The aim is not to replace the legal officer, but to give them back time for analysis — in the service of continuity and equal treatment.

The decisive point

Sovereignty of public data: compliance & control

A legal department handles data that engages the authority's liability. Here is how the architecture of our agents protects it, file by file.

Local inference

The agent can run on a machine belonging to the authority: no document leaves the network, nothing passes through a cloud.

Hosting in France

Otherwise, a dedicated and isolated resource, hosted in France under French law — your data: processing and access within the European Union targeted by the architecture.

Reduced extraterritorial exposure

Exposure of the data to the Cloud Act and FISA 702 is reduced by design; location alone does not guarantee immunity.

One isolated resource per entity

No pooling of data: an environment strictly dedicated to your authority or institution.

Encryption & controlled access

Encryption in transit and at rest, role-based access (RBAC), strong authentication and logging.

AI Act: governed deployment

An agent strictly in support; no opinion issued automatically; traceability and human oversight from end to end.

What depends on the architecture chosen These points are not general guarantees: they are settled deployment by deployment, in the quotation.

  • The applicable location is that of the architecture set out in the quotation and verified before commissioning.
  • Local execution is announced only for the configuration explicitly described and accepted in the quotation.
  • The applicable isolation depends on the deployment mode set out in the quotation; no dedicated isolation is presumed.
  • The encryption mechanisms in transit and at rest, their components and key management are those documented for the architecture chosen.
  • Roles and permissions are configured and accepted for the identities and systems actually connected.
  • The events logged, their content, their retention period and who may access them are defined for the deployment chosen.
For the most sensitive data, SecNumCloud and HDS options are available depending on your requirements. A single architecture is designed to answer both the GDPR and extraterritorial exposure. Designed for deployment in line with the GDPR and the AI Act, after the processing, roles and context-specific risks have been assessed.
Demonstration

See the agent at work

5 real situations, taken from those that come up most often. Pick one: the exchange unfolds as it would in your organisation.

A scripted demonstration. These exchanges show how the agent behaves — its sources, its refusals, what it leaves to your teams. Nothing is sent from this page, no model is queried here, and the matters named are fictional. That is precisely what we promise your data.
The behaviours shown here — monitoring, automation rules, routing and reminders — are configured with you during deployment, from your tools, your rules and your thresholds.
The architecture points named in these exchanges — location, local execution, isolation, encryption, role-based access, logging — are not a guarantee attached to the demonstration: they are those of the architecture set out in your quotation, and verified before commissioning.

The public body in this demonstration

Fictional public body

Vallée-Haute County Council — 214,000 residents, legal affairs department

Sector
County council — social care and independence, secondary schools, county roads, fire and rescue service; a legal affairs department shared by the 14 operating departments
Headcount
2,100 staff, of whom a legal affairs department of 5: 3 lawyers, a director and an assistant; no post dedicated to public procurement
Public served
214,000 residents, 14 internal departments and 3 satellite bodies — fire and rescue service, county laboratory, attractiveness agency
Order of magnitude
740 referrals a year — 410 legal questions from the departments, 190 draft instruments and agreements reviewed, 96 pre-litigation files, 44 defence statements; 6 sittings of the county assembly; 11 watch areas
Tools in place
Subscription legal database, document management system, resolutions software, eleven years of opinions filed by department — the agent connects in read-only, nothing is replaced or migrated
Who decides what
The director of legal affairs signs the opinions; the president of the county council signs the instruments; defence statements go out under the director's signature, after review by the council's counsel
The points to improve
A referral waits 12 days for its first answer; research takes 3 h 30 of the 5 h 50 an opinion demands; 7 of the 11 watch areas have not been reopened for six months; and 34 of the 190 draft instruments reviewed last year cited a text of which a later version already existed

At Vallée-Haute, three lawyers serve fourteen departments and three satellite bodies. Questions arrive faster than they leave, the watch comes after the files, and half the time spent on an opinion goes to documentary research before the first line of analysis is written. The agent runs in local inference on a machine of the county council, reads the eleven years of opinions without ever writing to them, and sends nothing out without the signature of the director of legal affairs. The exchanges below cover one year, from the reopening of the watch to the review presented to the executive committee.

This public body, its figures and the exchanges that follow were invented for the demonstration. They illustrate a common situation; they describe no real service.

Legal assistant · hosted in France
I reread your eleven years of opinions over the weekend — 2,340 opinions issued, 1,870 draft instruments reviewed, 11 watch areas — and I draw from them two gaps your department was carrying without having the time to look at them.
The first gap, measured: 34 of the 190 draft instruments reviewed last year cited a text of which a later version already existed on the day of the review. This is not an analysis error: it is a legal database reloaded once a month while the texts themselves move continuously. Three occupation agreements for county buildings and two grant rulebooks referred to wording that had been replaced.
The second gap: 7 of your 11 watch areas had not been reopened for six months. Here too it is not a matter of method: it is three lawyers for 740 referrals, and the watch comes after the file that is waiting.
What that costs today, on the three items you can check in your own records:
· Research takes 60 % of the time of an opinion3 h 30 of the 5 h 50 an opinion demands, from the referral to the signature. A referral is the question an operating department addresses to the legal affairs department; the opinion is the written, signed answer that commits the council.
· Following one regulatory watch area: 22 % of the time that area demands, that is 1 h 46 out of 8 hours a month. Regulatory watch means tracking the texts that change in one area, so that the answer given yesterday is still right today.
· A first draft instrument or defence statement: 30 % of the time of the document.
What I propose, and it is not an intention — it is already done: I reopened the 11 areas overnight and ran them back over the last six months. 17 changes concern you, each with the consolidated version applicable at your date, the date it came into force and the list of your earlier opinions it touches9 opinions to re-flag, and the 9 re-flagging notes are written.
What I do with the three items once the watch is held: research drops from 60 % to 18 % — from 3 h 30 to 1 h 03; following an area from 22 % to 8 % — from 1 h 46 to 38 minutes; a first draft from 30 % to 12 %. Your department keeps what it alone can do: qualify, arbitrate, sign.
The next step takes thirty minutes: tomorrow morning you read the 9 re-flagging notes, which I hand over already written and sorted by recipient department. The director signs them and they go out the same dayit is that signature which makes them the council's opinion, and it is the only gesture I leave to you. legal-memory_11-years-of-opinions-indexed.pdf2,340 opinions indexed, 34 drafts to re-flag, 9 notes written
⛓ Sourced · 11 years of opinions, 1,870 draft instruments reviewed, 11 watch areas run back over 6 months, consolidated versions and their dates
Eleven watch areas for three lawyers is precisely the problem. What do you report, and how often?
The 11 areas are run every night, and I report only what touches a file, an instrument or an opinion of the house — 17 changes over six months, not 400 alerts.
How the sorting is done, and it is verifiable: a change is reported only if it touches one of your 2,340 opinions, one of your 190 draft instruments in progress, or one of the 11 areas you designated. Every alert carries three things: the text in the consolidated version applicable at your date, the date it came into force, and the named list of your own outputs it touches.
What running back the last six months gave, area by area:
· Social care and independence: 6 changes, of which 2 touch 4 of your grant rulebooks.
· Public procurement: 4 changes, including the amount below which a contract may be awarded without prior advertising or competitionI give you the amount in force at your date and the consolidated version carrying it, not a figure from memory.
· Public property and occupation: 3 changes, including the one touching your 3 building occupation agreements.
· The other 8 areas: 4 changes, none touching a file in progress — and I tell you so, because a watch that reports nothing is information, not silence.
The rhythm I propose, and you set it to the word: a one-page note every Monday morning, an immediate alert only when a text touches a file whose deadline is runninga pre-litigation file, a statement to be filed, a resolution on the agenda of a sitting. Over the six months run back, that trigger would have fired three times, and all three rightly.
The time that moves: following one area goes from 1 h 46 to 38 minutes a month, across 11 areas and 12 months149 hours returned to analysis.
The next step I propose: add the twelfth area your mandate plan announces — the environmental transition of secondary schools. Nobody follows it today, it will weigh 14 resolutions over the next two years, and I open it the night your agreement comes. regulatory-watch_11-areas-17-changes.pdf17 changes retained, 9 opinions to re-flag, 3 immediate alerts
⛓ Sourced · 11 areas run back over 6 months, consolidated versions and dates of entry into force, register of opinions and drafts in progress
Our pre-litigation files and our defence statements are the most sensitive material we hold. Where do they go when you read them?
They go nowhere. I run in local inference on a machine of the county council, and nothing I read leaves your network.
Local inference means the model computes on your machine: the text of a defence statement or a pre-litigation file crosses no external network to be processed. If the council prefers not to host a machine, the other route is an isolated resource hosted in France, dedicated to Vallée-Hauteno pooling with another authority, which is the condition of the continuity of your service.
What that changes, point by point:
· Your files train no model, neither ours nor a third party's.
· I work read-only on your document management and your resolutions software, and the technical account through which I read has no right to writethat is stronger than a promise, because it is checked with one command.
· Encryption in transit and at rest, role-based accessrights follow the function: a lawyer of the legal affairs department opens pre-litigation files, an operating department opens only its own referrals. 17 roles for the 14 departments and the 3 satellite bodies, and the log shows 0 access outside role since go-live.
· Pre-litigation files form a separate perimeter: only the director and the three lawyers have access, and every opening is logged by name.
· Hosting in France, under French law, architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity.
The gesture that stays with a person, and it is what gives the opinion its value: the signature of the director of legal affairs. Everything leading to it, I have already done: the research, the texts in the version applicable at the date of the question, the court decisions handed over in full with the link to the public database where each can be read entirely, your own earlier opinions on the same point, and the drafted opinion. It is the signature that commits the council, and it is the signature that makes the opinion something a department can rely on.
The figure that sums all this up: 0 file document out of the council's network, processing in the EU targeted, over 1,480 traced outputs since go-live.
What I propose: that I keep up to date the register sheet your data protection officer will ask for — hosting, data processed, retention periods, who accesses what. It is asked for once a year and takes three days to rebuild; the first version is already written and you have it as an exhibit. technical-framework_where-the-legal-files-live.pdfLocal inference, read-only, processing in the EU targeted
✎ Framework · deployment architecture, rights of the technical account, access log, first version of the register sheet
Local inference · no data outside the EU

Your case is not here? That is exactly what a 15-minute conversation is for. Book the free audit

Use cases

The uses of AI for the public legal function

Each use corresponds to an agent we deploy. All of them work in support, subject to your approval.

Included in your agent The 9 capabilities essential to this promise are included, at no extra cost.
From 905 € incl. VAT / month

Sourced case-law research

Research and summary of case law, doctrine and applicable texts, every answer pointing back to verifiable sources.

Regulatory monitoring

Tracking changes in texts in your fields, with alerts and the consolidated version applicable at your date.

Draft acts & pleadings

Preparing first drafts of acts, council decisions and defence pleadings, from your own templates.

Public procurement law

Specifications, tender analysis and tracking of thresholds and rules, updated with regulatory changes.

Reading legal documents

Extraction and consistency checks on the documents of a file (agreements, contracts, supporting papers).

The department's legal memory

Instantly find a piece of information in the files, the opinions issued and the internal procedures.

Minutes & council decisions

Preparing draft council decisions and session minutes, from your own templates.

Support for the public & claimants

First-line answers to everyday administrative law questions, sources cited, subject to approval.

Anomaly detection & checks

Spotting inconsistencies and points of legal concern in acts before signature or a council vote.

Controls and safeguards These 6 controls are built into the agent: they frame what it does, whatever plan you pick. They are not chosen and are not added to your order.
Human validation, exceptions and escalation Status, safe closure and audit trail Work from a versioned corpus with citations and the law as it stood on a given date Preserve confidentiality, compartmentalisation and access logging Manage deadlines, versions, evidence and human validation Flag uncertainties and reserve advice, decision and signature for the lawyer
What the agent must be connected to This connection is required for the agent to work. It concerns your information system and is scoped during the audit.
Connect an authorised legal database: corpus and licences supplied by the client, access rights, update frequency, date of the law consulted, traceable citation of sources and responsibility for validation. Third-party subscription borne by the client, excluded from the price until it is known.
Other needs our agents cover Each card says where the matching agent stands: available, on quote, or still being architected.

Accessibility and inclusion

To produce a plain-language version, prepare an easy-read transcript to the FALC method, translate or voice your content, this agent can be paired with the Accessibility and inclusion agent. None of these capabilities is included in what this offer covers as standard.

On quote View the agent page
The gain

How much time can a legal department win back?

By automating documentary research and monitoring, a legal department can aim for a noticeable reduction in the time spent producing documents — reinvested in analysis and advice to the directorates.

Sourced case-law research on a subject
Today · done by hand
Prepared by the agent, to approve
Regulatory monitoring in a field
Today · done by hand
Automatic
First draft of an act or a pleading
Today · done by hand
Prepared by the agent, to approve
Qualitative, non-contractual comparison: the proportions shown illustrate the shift of the work towards review, they represent no measurement. Every output of the agent is reviewed and approved by a competent person.
How it works

The stages of your AI agent project

1

Audit & scoping

15 minutes to target the use case with the best return.

2

Quote or direct sign-up

A catalogue offer is bought online; a specific need gets a costed quote.

3

Design

We design the agent and its guardrails.

4

Integration & testing

We connect your tools to the agent, which is itself hosted in France.

5

Rollout

Going live and training your team.

6

Operation

Continuous supervision and improvement.

Pricing

Three options, one agent

A legal agent (sourced research, monitoring, preparation of acts), installed and operated for you. Choose according to how you work. Prices exclude VAT — annual subscription, the time it takes for the gains to settle in.

Agility

Setup + controlled subscription

10,570 € incl. VAT setup
then 905 € incl. VAT/month — you invest at installation and pay a reduced subscription. Ideal for keeping the cost under control over time.
  • Installation, configuration and training for your teams
  • Operation, human oversight, updates and support
  • Sovereign hosting in France, a dedicated and isolated resource
Order →
The simplest Serenity

All inclusive, no setup fee

1,490 € incl. VAT /month
all inclusive, immediate start. No upfront investment: a single subscription. Ideal for starting quickly and simply.
  • Setup included (installation, configuration, training)
  • Operation, human oversight, updates and support
  • Sovereign hosting in France, managed end to end
Order →
100% Sovereign

On site, you own it

15,651 € incl. VAT setup
then 1,160 € incl. VAT/month · + hardware from 2,989 € (one-off purchase, in addition) — a sovereign computer installed on your premises, maintained remotely. Models run locally, your data returned at the end of the contract. 36-month commitment.
  • Hardware installed on your premises (you own it)
  • French / European AI models run locally
  • Secure remote maintenance (Pro support included)
Order →
Not included in the packages: AI consumption (model tokens), re-invoiced at real cost with no margin, and tracked in real time in your client area. Maintenance and supervision subscription for an initial term of 12 months for the Agility package, 24 months for the Serenity package and 36 months for the 100% Sovereign package, renewable; support levels (SLA 72 h / 24 h / 4 h) optional. Bespoke development, additional integrations or exceptional volumes are quoted separately. Support Monday to Friday, 9am to 6pm. Prices include VAT at 20%: as a public body that is not VAT-registered, you cannot reclaim it.
AI model: none of the AI models offered currently carries a fixed surcharge. When the selected model carries a cost, that cost is shown when you choose it, before you order, and re-invoiced at the cost incurred, with no mark-up; usage is billed at the publisher's price. Publishers' prices are published in US dollars: the amount re-invoiced is the amount in euros actually borne by Blue Lemon Agent on the publisher's invoice, at that invoice's exchange rate, with no commission or mark-up.
Included components and additional components Components included in the base offer: the Blue Lemon Agent software foundation, the AI models listed in the order journey, the standard channels (Microsoft Teams, Slack, WhatsApp Business, email, website chat, calendars, Microsoft 365 / Google Workspace, file storage, market VoIP telephony, professional social-media pages and accounts, Google Business Profile), hosting in France for the package chosen, backups, supervision, updates and support. If adapting the AI agent to your constraints, your needs or your requests requires other paid components — a third-party publisher's software licence, paid API access to one of your applications, hosting of health data, for which French law requires an HDS-certified host (art. L. 1111-8 of the French Public Health Code), SecNumCloud-qualified hosting, a speech synthesis service, particular hardware —, they are offered to you as an option or on quotation and re-invoiced at the cost incurred; nothing is committed without your written agreement. Where the artificial intelligence model you choose entails an additional cost, that cost is shown to you before you order and re-invoiced to you at the cost incurred, with no margin.
What to expect
Go-live 2 to 3 weeks
Agent designed, channels connected, team trained.
Steady state 4 to 7 weeks
After a few weeks of real use, once the agent's behaviour matches what you expect. Indicative estimate, adjusted to the options you keep. It is not a delivery commitment.
Our commitment

Four guarantees that matter to a public legal department

The data never leaves the departmentLocal inference or an isolated resource hosted in France; no document entrusted to a foreign third party.
Data in France, under French lawThe data: minimisation and location in France, architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity.
The legal officer keeps the decisionThe agent produces verifiable, sourced research, monitoring and drafts; no opinion is issued automatically.
Human oversight & traceabilityFor sourced case-law research: systematic updates and logging, compliant with the AI Act.
Frequently asked questions

Your questions, our answers

Does the agent give a legal opinion?
No. It prepares and sources: it researches, summarises and drafts a first version, systematically citing its sources. The analysis and the opinion remain with the legal officer, who approves, completes and signs. The AI agent assists, the public officer decides.
Does the agent avoid inventing things?
It relies on validated legal databases and cites its sources for every element, which allows quick verification. An answer that is unsourced or outside its scope is flagged as such, rather than presented as certain.
Does the agent cover public procurement law?
Yes, among other fields, with thresholds and rules kept up to date. It tracks the applicable regulatory changes and flags draft texts under consultation that could change the framework before a council vote.
Is the data in our files protected?
Yes. The data handled by a legal department engages the authority's liability: our agents run locally or are hosted in France, with the deployment objective of processing and access operated within the European Union and an architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity.
Does the agent stay up to date with regulatory changes?
Yes. Monitoring is one of its uses: it tracks changes in texts in your fields and supplies the consolidated version applicable at your date, with alerts on draft texts in progress.
Do we have to change our documentary tools?
No. The agent connects to your existing legal databases and document management and complements them, without imposing a migration. We adapt the integration to your environment.
How long does it take to deploy an agent?
A few weeks as a rule, after a free 15-minute audit that identifies the most useful use case, then a phase of design, integration and testing before going live and training your officers.
Let's talk

Let us estimate the potential in your legal department

15 minutes to identify the most useful use case — hosted in France, supervised, with no commitment.