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● Public sector — Help with online procedures

The AI agent for online procedures: support the user, reduce non-take-up

A form misunderstood, a document missing, an entitlement unknown: so many procedures abandoned and rights not taken up. Your AI agent supports the user step by step, helps them fill in the form and gather their documents, and spells out their entitlements. Hosted in France — on local inference or an isolated resource — the public's data stays under control. The public officer keeps the decision.

Hosted in France The public's data protected GDPR & AI Act: governed deployment Human oversight

Updated on

Deployed in a few weeks
Online procedures assistant · hosted in France
A resident is calling: she has started her benefit application but does not know which documents to attach or whether she is entitled to anything else. Can you take stock?
Procedure in progress: social assistance application, step 3 of 5. Missing documents: proof of address less than 3 months old and the latest tax notice.
Based on the circumstances declared, she may also be eligible for two schemes she has not applied for — to confirm with her.
⛓ Source · the form in progress + the authority's schedule of benefits
Prepare a simple summary for her of the documents to provide and the remaining steps.
Summary ready in plain language: the 2 documents to attach, the 2 remaining steps and the channel to finish. I have also prepared an easy-read French version and a mention of the physical counter for people who are not comfortable with digital tools.
Document to review before sending to the resident.
✎ Action · summary ready for review — the public officer approves and sends
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 public officer decidesThe AI agent assists, never approves alone
✦ In brief

In a public service, a Blue Lemon Agent agent supports users through their online procedures — step-by-step guidance, help with form filling, gathering documents, spelling out entitlements — in order to reduce non-take-up. It runs on local inference or is hosted in France: the public's data is never exposed to a foreign service, architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity. The public officer remains in charge of the decision and a human channel stays available for people who are not comfortable with digital tools. Live within a few weeks. Your public-sector staff write to it from Microsoft Teams, Slack or their email, and your users reach it on WhatsApp Business, the website chat or email — with no account to create and nothing to install. Reaching the administration from the tool people already have means less non-take-up of rights and equal access to the service. These connections are included in every plan, at no extra cost, within the number of connections your level includes.

100%
hosted in France in the target architecture
0
transfer outside the EU in the target architecture
8
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 services — and why they hesitate

Digitalisation has multiplied online procedures, but it has also deepened non-take-up: people give up on entitlements for want of understanding a form or gathering the right documents. Yet the data involved is among the most sensitive there is.

! The issue

The public service is caught between an obligation of equal treatment and continuity of service and online procedures that many people abandon halfway through. Yet most consumer AI solutions amount to entrusting identities, family situations, income and health 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 service if it is sovereign and confidential by design. Local inference or an isolated resource hosted in France, systematic human oversight, decisions reserved to the public officer: supporting the user is never paid for in lost confidentiality. The aim is not to replace the public officer, nor to exclude those who are not comfortable with digital tools, but to reduce non-take-up by simplifying access to entitlements.

The decisive point

Protecting the public's data: sovereignty & compliance

A public service handles its users' most sensitive data. Here is how the architecture of our agents protects it, procedure by procedure.

Local inference

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

Hosting in France

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

Reduced extraterritorial exposure

As regards the public's data, exposure 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 the public's data: an environment strictly dedicated to your public service.

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 administrative decision automated; 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

4 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.

Online procedures assistant · hosted in France
Four flags this morning, with no request from you.
· 73% of abandonments on one procedure happen at the same screen — document upload. 118 abandonments in three weeks.
· One document is asked for twice in the housing-support journey: at step 2 and at step 4.
· 31 applications are filed incomplete although the form does not flag the missing document before submission.
· The "school meals registration" procedure has had no submission for 9 days, against 12 a day on average. morning-watch_4-flags.pdf4 flags · screens concerned
⛓ Source · procedure journeys, submissions, error logs
No school-meals submissions for 9 days — is that normal in August?
No, and it is the flag that costs most today.
What I compared: August 2024 and 2025 give 9 and 11 submissions a day on this procedure — it is the high season, not the quiet one. Nine days at zero does not look like it.
What the logs say: 47 residents reached the first screen since 29/07, none reached the second. A technical error is returned when step 1 is validated.
What I have already isolated for the administrator: the screen, the time of the first failure, the exact error message and the 47 sessions concerned. Fixing the form and reopening the procedure stay acts of the authority — an online procedure binds it on what it collects and what it does with it. The diagnosis is done; what is left is the hand on the portal.
What it represents: at eleven submissions a day, around a hundred families have been unable to register their child, and term starts in three weeks. school-meals_47-residents-blocked.pdf47 residents · error at step 1
⛓ Source · 2024 and 2025 submissions, error logs since 29/07
How did you spot all that? And who do you tell?
I watch, continuously, what you have opened to me: your procedure journeys screen by screen, submissions and their completeness, error logs, and volume history by period. A screen that makes people give up, a document asked for twice, submissions stopping dead — I say so, I do not wait to be asked.
Routing follows your organisation: the school-meals outage to the education department and the portal administrator, both together and at once; the abandonments to the department owning the procedure; the duplicate document to the administrator; the incomplete submissions to the department that assesses them, because they are the ones who will chase.
With a chase: 2 h on the outage — term starts in three weeks; 7 days on the rest. Then a weekly summary to the chief executive: by procedure, never by resident.

Three guarantees, and they hold. I watch what you have given me access to, access by role and withdrawable in one word. Filing an application, opening an entitlement and changing a form stay acts of the authority — they bind it before the resident, and they are signed. And what the net catches is counted: this month, a nine-day outage, 118 abandonments each tied to its screen, and 89 residents stopped at the document list. It tightens with every procedure you open to me, and the weekly summary states what got past it.
✎ Proposal · watch and chases to be configured — you set the thresholds
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 facets of help with online procedures

Each use corresponds to an agent we deploy. All of them work in support, subject to approval by the public officer.

Included in your agent The 6 capabilities essential to this promise are included, at no extra cost.
From 780 € incl. VAT / month

Step-by-step guidance

Supporting the user step by step through their procedure, explaining each field and clearing the blocking points.

Help with form filling

Pre-filling what can be pre-filled from known information and explaining in plain terms what remains to be entered, with the user validating.

Gathering the documents

Listing the supporting documents expected, checking the file is complete and flagging what is missing before submission.

Spotting entitlements

Spelling out the eligibility conditions and flagging schemes not applied for, to reduce non-take-up.

Multichannel information

Answering everyday questions about procedures 24/7, and routing to the right department or counter.

Appointment booking

Proposing an in-person or telephone appointment when the online procedure is not enough, with no break in the journey.

Controls and safeguards These 4 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 Offer accessibility, easy read, multichannel access and genuine human recourse Measure resolution, response time, non-take-up, drop-offs and satisfaction
Other needs our agents cover Each card says where the matching agent stands: available, on quote, or still being architected.

Multilingual translation

Translating guidance or a form is not included here: translation is the service of a dedicated agent, which sets out the languages, the volumes and the human validation.

On quote View the agent page

Reception & switchboard

Relieving reception and the switchboard of repetitive questions about procedures, to free up advisory time.

On quote View the agent page
Does your need fall outside this?

In 15 minutes we identify the agent that will give your staff the most time back — without oversizing the project.

Book the free audit Build your agent
The gain

How much time can a public service win back?

By guiding the user and checking the file is complete beforehand, a service can aim for a clear reduction in back-and-forth and incomplete files — officer time reinvested in supporting complex situations.

Supporting a complex procedure
Today · done by hand
Prepared by the agent, to approve
Checking that a file is complete
Today · done by hand
Near-instant
Answering a recurring question from a member of the public
Today · done by hand
Automatic
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

An agent for help with online procedures (guidance, form filling, documents, entitlements), 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

7,845 € incl. VAT setup
then 780 € 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

1,220 € 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

12,096 € incl. VAT setup
then 1,020 € 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 service

The public's data never leaves the serviceLocal inference or an isolated resource hosted in France; no data entrusted to a foreign third party.
Data in France, under French lawDeployment objective: processing and access within the European Union for the public's data; architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity.
The public officer keeps the decisionThe AI agent guides, pre-fills and spells out entitlements; no administrative decision is automated.
Continuity, equality & a human channelA human channel stays available for people who are not comfortable with digital tools; monitoring and logging compliant with the AI Act.
Frequently asked questions

Your questions, our answers

Does this exclude people who are not comfortable with digital tools?
No. The assistant makes access to procedures simpler, and a human channel always remains available: reception, phone, physical counter. Its very purpose is to reduce non-take-up, by supporting those who give up in front of an online form, and it offers content in easy-read French and in several languages.
Does the agent fill the form in for the user?
It guides step by step and pre-fills what it can from known information, but it is the user who reviews and submits their application. The AI agent supports; it never substitutes itself for the user or for the public officer's decision.
Is the data entered protected?
Yes. Processing takes place in France, in compliance with the GDPR: 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.
Can the agent take an administrative decision?
No. In line with the AI Act and the applicable law, no administrative decision is automated. The AI agent spells out entitlements, flags missing documents and prepares verifiable summaries; the public officer keeps the decision and the oversight.
How does the agent help reduce non-take-up?
By setting out the eligibility conditions in plain language and flagging schemes the user might be entitled to but has not applied for. Those signals are always presented as something to confirm with the user and the public officer, never as an acquired right.
Do we have to change our existing online services?
No. The agent connects to your existing forms, online procedures and reference data and complements them, without imposing a migration. We adapt the integration to your environment.
Does the agent state that it is an artificial intelligence?
Yes, from the very first interaction, and this is not a configuration option: since 2 August 2026, Article 50(1) of the European AI Regulation requires that any person interacting with an AI system be informed, unless this is obvious. The announcement is built into the greeting, in the other party’s language, and they can ask for a human at any time.
How long does it take to deploy an agent?
A few weeks as a rule, after a free 15-minute audit that identifies the highest-priority procedure, then a phase of design, integration and testing before going live and training your officers.
Which tools can users use to reach the agent?
The ones they already have. The agent answers on WhatsApp Business, the website chat and email: users have no account to create and no application to install. This is a lever for access to the service — WhatsApp and the telephone reach people an online form never does, which reduces the non-take-up of rights and serves equal access. Internally, your public-sector staff talk to the agent from Microsoft Teams, Slack or their email, without switching tools. Oversight runs from a web dashboard. These connectors rely on open standards, including the MCP protocol; they are included in every plan, at no extra cost, within the number of connections your level includes. Only the fees charged by the platforms themselves — WhatsApp Business bills per conversation — are passed on at actual cost, with no margin, outside the subscription.
Let's talk

Let us estimate the potential in your public service

15 minutes to identify the priority procedure — hosted in France, supervised, with no commitment.