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● Public sector offer — Documentation & analysis

Document summaries: the essentials, with the pages cited

A three-hundred-page report, a study, a case-law file: reading it in full is not always possible in the time available. Your agent produces a structured summary citing the page of every element kept, and flags what the document does not deal with. Hosted in France: your working documents stay within your administration. The agent summarises, your officers judge and decide.

Hosted in France Working documents protected GDPR & AI Act: governed deployment Human oversight

Updated on

Deployed in a few weeks
Document summaries · hosted in France
Summarise this three-hundred-page report.
Structured summary: subject, findings, recommendations made, useful annexes.
Every element kept refers back to its page in the document.
Two questions are not dealt with by the report: they are flagged as such.
🔗 Sourced · pages of the document, cited one by one
What conclusions should we draw for our file?
I can match the report's findings against the elements of your file and show where they overlap.
Drawing a conclusion for your administration rests with your officers: the document informs, it does not decide.
✎ Support · matching provided, human judgement
Local inference · no data outside the EU
Documents hosted in France
Sovereign by designLocal inference or hosting in France
GDPR & AI Act: governed deploymentTraceability & human oversight
TurnkeyDesigned, installed and operated for you
Your officers decideThe agent prepares, never rules
✦ In brief

A Blue Lemon Agent summary agent handles reports, studies, files and case law and produces a structured summary in which every element refers back to its page. It flags what the document does not deal with rather than filling the gap. It runs on local inference or is hosted in France: your working documents stay with you, architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity.

100%
hosted in France in the target architecture
0
transfer outside the EU in the target architecture
6
document uses ready to deploy
0
decision taken without human approval

These figures describe our offer, not results measured at a client. How large the gain is on the volume of documents handled each month is confirmed by a pilot.

The context

What does an AI agent bring to reading your long documents?

A summary in which every element is referenced lets you go straight to the useful passage.

! The issue

Working through a long document calls for drawing out the essentials and being able to go back to the exact passage. A summary with no reference forces a re-read; a summary referenced page by page makes the document usable straight away. That is the behaviour built into the agent's design.

Our answer

Your officers have a structured, referenced summary and the list of what the document does not deal with. Drawing a conclusion for the administration rests with them: the document informs a decision, it does not take it. Local inference or an isolated resource hosted in France: your working documents and your files in progress do not leave your perimeter.

The decisive point

Your working documents and your files in progress: sovereignty & compliance

Your working documents and your files in progress call for strict confidentiality. Here is how it is assured.

Local inference

The agent can run on a machine belonging to your organisation: no document and no extract leaves the network.

Hosting in France

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

Reduced extraterritorial exposure

For your working documents and your files in progress, the architecture aims to reduce exposure to the Cloud Act and FISA 702; being located in France or in the European Union does not, on its own, guarantee immunity.

Isolated resource

No pooling: an environment strictly dedicated to your administration and its working documents.

Every element refers back to its page

The summary cites the page of every element kept and flags what the document does not deal with; encryption, role-based access and logging.

AI Act: governed deployment

The agent is strictly in support; no conclusion is presented as the administration's; 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.
  • 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 unpublished reports and files covered by secrecy, SecNumCloud and reinforced hosting are options 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.

Document summaries · hosted in France
Four flags this morning, with no request from you.
· A 214-page report arrived on 12/07 and nobody has opened it. It contains a deadline of 15 September, on page 187.
· Two versions of the same document are in circulation in two departments, with different figures in appendix 3.
· An internal note cites a report that does not exist in your library — under neither that title nor that date.
· Four reports due under an agreement have never been received. The oldest was due in January. morning-watch_4-flags.pdf4 flags · documents concerned
⛓ Source · document library, opening logs, agreements and their dates
The 214-page report — what is on page 187?
A deadline that concerns you, in an appendix nobody reads.
The passage, quoted: "The authorities concerned shall submit their action programme by 15 September 2026 at the latest." Page 187, appendix 4, final paragraph.
What I checked before flagging it: your authority does appear in the list of authorities concerned, on page 12 of the same report. This is not a general deadline: it is yours.
What I did not do: summarise the 214 pages for you. That is not what you need this morning — you need to know that a deadline 39 days away has gone unnoticed.
The full summary is ready if you want it, structured into subject, findings, recommendations and useful appendices, each element pointing back to its page.
Three points are flagged as absent from the report although one would expect them. report-214p_deadline-p187.pdf1 deadline · 39 days · passage quoted
⛓ Source · report of 12/07, p. 12 and p. 187
How did you spot all that? And who do you tell?
I read only what you have opened to me: the documents entering your library, what they contain, who has opened them, the versions that coexist, and the reports your agreements provide for.
Routing follows your organisation: the 15 September deadline to the chief executive and the department concerned, both together; the two diverging versions to the two departments that hold them, with appendix 3 of each side by side; the missing report to the author of the note that cites it; the four unreceived reports to the department that signed the agreement.
With a chase: 24 h on the deadline, 7 days on the rest. Then a monthly summary: by document, never by officer.

What those four flags are worth this morning: a statutory deadline of 15 September found on page 187 of a 214-page report nobody had opened — 39 days to prepare the action programme instead of discovering it out of time; two diverging versions reconciled before one department writes on the other's figures; four reports due under an agreement claimed back, the oldest since January.
What that gives the service back: the reading hours go back to casework, the resident gets an answer within the stated time, and two departments handle the same file on the same figures — that is where equal treatment starts. The access stays yours: opened by role, logged, withdrawn on a word, and your working documents do not leave the administration — local inference or an isolated resource hosted in France.
The next step is ready: the full summary of the 214 pages, structured into subject, findings, recommendations and useful appendices, each element pointing back to its page, and the three points flagged as absent from the report. Tell me who receives it and at what time: it goes out within minutes, and the conclusion the administration draws stays its own, informed by pages it can reopen.
✎ 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

What does the agent actually do?

One agent, several kinds of document. All these uses work in support, subject to your approval.

Included in your agent The 3 capabilities essential to this promise are included, at no extra cost.
From 565 € incl. VAT / month

Structured summary

Draws out the subject, the findings, the recommendations and the useful annexes.

Pages cited

Refers back to the page of the document for every element kept.

Gaps flagged

States the questions the document does not deal with.

Controls and safeguards These 5 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 Sources, access rights and handling of questions with no answer Inherited access rights, versions and freshness of the corpus Explicit handling of questions with no answer and of conflicting sources
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.
Measurement of accuracy, coverage and time saved

Need to go further?

These agents handle a different business process, with their own owner and their own price. They are added to this one.

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 many documents can a department work through?

By taking on the summarising and the referencing, the effort shifts towards analysis and decision. How large the gain is depends on your volume and remains to be confirmed by a pilot.

Reading a long document
Today · done by hand
Summary produced
Finding the useful passage
Today · done by hand
Page cited
Checking what is not dealt with
Today · done by hand
Gaps flagged
Indicative figures, not contractual, to be confirmed by a pilot on the volume of documents handled each month. Drawing a conclusion for the administration rests with your officers: the document informs the decision, it does not take it.
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

One package, one agent

A document summary agent (structure, pages cited, gaps), installed and operated for you.

Agility

Setup + controlled subscription

4,035 € incl. VAT setup
then 565 € 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

790 € 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

7,866 € incl. VAT setup
then 805 € incl. VAT/month · + hardware from 1,269 € (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 your documents

Your working documents stay with youLocal inference or an isolated resource hosted in France; no document entrusted to a third party, no content used to train a model.
Data in France, under French lawYour working documents and your files in progress: minimisation and location in France, architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity.
Your officers keep the decisionThe agent produces referenced summaries, which can be checked and altered; no approval is automated.
Human oversight & traceabilityOn the volume of documents handled each month: systematic logging and tracking, in line with the AI Act.
Frequently asked questions

Your questions, our answers

What documents does the agent handle?
Reports, studies, files and case law, in the common formats. The scope is settled at the design stage.
How do I check an element of the summary?
Every element kept refers back to its page in the document, so you can go straight to the passage.
What does it do if a question is not dealt with?
It flags it as not dealt with by the document, rather than filling the gap. A summary must not add to its source.
Does the agent draw conclusions?
It reports the findings and the recommendations made in the document. The administration's conclusions rest with your officers.
Are our documents protected?
Yes. The agent is hosted in France, on local inference or an isolated resource, 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. Your documents are not used to train a third-party model.
How long does it take to deploy this agent?
A few weeks as a rule, depending on the volume and the nature of the documents handled, after a free audit then a phase of design, integration and testing.
Let's talk

Let us estimate the potential across your documents

15 minutes to frame your volumes and your types of document — hosted in France, supervised, with no commitment.