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● B2B offer — Documents at scale

Business documents: large holdings, referenced answers

Past a hundred documents spread across several sources, the question is no longer how to search but how to find the right passage. Your agent questions the whole holdings — document databases, file stores, business reference material — and answers by citing the document, the version and the exact passage. Hosted in France: your internal documents stay with you. Your teams keep control of what goes into the holdings.

Hosted in France Document holdings protected GDPR & AI Act: governed deployment Human oversight

Updated on

Deployed in a few weeks
Business documents · hosted in France
What do our procedures say about approving a level 3 file?
Three documents concerned, two in force and one archived.
For each: the passage cited, the version and its date of application.
The two texts in force agree; the archived version is marked as such to avoid any confusion.
🔗 Sourced · document holdings, versions included
And if our sources contradict each other?
The two passages are set out side by side, with their document and their date, rather than a single answer that would settle it.
Deciding which rule prevails rests with your business teams: it is a matter of internal doctrine.
✎ Support · differences set out, business decision
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 business teams decideThe agent prepares, never rules
✦ In brief

A Blue Lemon Agent business document agent questions more than a hundred documents spread across several sources and answers by citing the document, the version and the passage. Where two sources differ, it sets them out side by side rather than settling the matter. It runs on local inference or is hosted in France: your internal 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 size of your holdings and the number of sources connected is confirmed by a pilot.

The context

What does an AI agent bring to large document holdings?

Well-stocked holdings become useful the moment you can find, within seconds, the exact passage and its version.

! The issue

Across large holdings, the value comes from two things: finding the right passage and knowing which version it comes from. An agent that answers without a reference forces you to check everything again; an agent that cites document, version and passage makes the answer usable straight away. It is that second behaviour that is built into its design.

Our answer

Your teams get referenced answers across the whole holdings, with archived versions marked as such. Where two sources differ, both passages are set out: the doctrinal decision stays with the business. Local inference or an isolated resource hosted in France: your internal documents and the know-how they describe do not leave the company.

The decisive point

Your internal documents and your know-how: sovereignty & compliance

Business document holdings concentrate the company's know-how. Here is how the architecture of our agents protects them.

Local inference

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

Hosting in France

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

Reduced extraterritorial exposure

For your internal documents and your know-how, 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 company and its document holdings.

Document, version and passage always cited

Every answer refers back to the document, its version and the exact passage; encryption, role-based access and logging of consultations.

AI Act: governed deployment

The agent is strictly in support; no internal rule is settled and no document is changed 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.
  • 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 documents covered by trade secrecy, an authorisation or a confidentiality clause, SecNumCloud and reinforced hosting are options depending on your requirements. A single architecture is designed to answer both the GDPR and extraterritorial exposure.
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 company in this demonstration

Fictional company

Veriane Conseil — independent management consulting and transformation firm

Sector
Management consultancy (NACE 70.2) — performance, valuation, transformation and organisation, on engagements of 3 to 18 months
Headcount
62 staff, of whom the 44 the agent serves: 38 consultants and engagement directors, 4 in the methods team, 2 in documentation
Market
210 active client files — industry, distribution, business services — of which 46 under enhanced confidentiality
Size of the holdings
9,200 active documents across 5 sources, around 120 added each week, and 85 searches per working day
Tools already in place
Engagement file store, methodology handbook, signed engagement letters, licensed study library and engagement management tool — the agent reads what it is given access to, nothing is replaced
Who decides what
The partner responsible for methods settles the applicable version of a methodology; the engagement director authorises use of a licensed source in a deliverable; the partners' committee signs mandates
Points for improvement
Finding a passage takes 60% of a request's time — 15 minutes out of 25; 412 methodology documents circulate in two versions at once; 1,340 deliverables carry a market figure whose source is not in the file

Veriane Conseil is not trying to produce fewer documents: a consulting firm lives on what it writes. It is trying to find, within seconds, the passage that carries authority, to know which version it comes from, and never to let a document from one client file cross into another. The agent runs locally on a machine at the firm and reads the five sources it has been given — methodology handbook, engagement files, engagement letters, licensed studies, engagement management tool: it reads, it cites, it changes nothing. The exchanges that follow span one quarter, from the first reading of the holdings to the costed summary.

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

Business documents · hosted in France
I read your five sources overnight — 9,200 active documents — and drew the map of your holdings. It fits on one page, and it carries a figure no one at the firm could produce.
Your holdings are what carries authority in your engagements: the methodology handbookyour in-house methods, the ones the deliverable applies —, the engagement files of your 210 clients, the engagement letters and their amendments, the library of sector studies you subscribe to, and the records in your engagement management tool.
The gap I measured, and it is the one that decides the gain: 412 methodology documents out of 9,200 circulate in two versions at once, and 139 of those 412 sit among the firm's 300 most-opened documents. In other words: the ambiguity does not concern dormant methods, it concerns the ones your consultants are applying this week.
And the cause is not disorder, it is logic: the handbook carries the version in forcethe one that applies to engagements open today — while the engagement file carries the version applied on the day of the deliverable, and it must stay there. Neither is wrong. It is the reader who has no way of knowing which one they are holding.
What that costs you, on your own records: finding a passage takes up 60% of the time of a request — 15 minutes out of 25. It takes 8%, or 2 minutes, reference included.
What I propose: that the methods team work through the 412 ambiguous documents in the opening order I give them — the first 30 cover 58% of the searches concerned. I neither modify nor move any file: I attach the version label, and your existing paths keep working exactly as before. holdings-map_9200-documents-5-sources.pdfWhat each source carries, and what it does not
⛓ Sourced · methodology handbook, engagement files, engagement letters, licensed studies, engagement management tool — 9,200 active documents
Our file names mean nothing — MET07_final_reviewed_v2(1).pdf — and many committee minutes are scans. How do you find your way?
I read the content, never the file name — and I will tell you exactly where that reading stops.
On names: your valuation method is indeed called MET07_final_reviewed_v2(1).pdf. The name says nothing; the header, the method code, the effective date and the methods team sign-off say everything. Those four markers identify the document, and 3,480 of your 9,200 files have no usable name — precisely the ones you hunt for the evening before a committee.
On scans: 1,120 documents are image PDFsa photographed page with no text layer: a conventional search sees nothing at all in them. They enter the holdings with the text that character recognition drew out of them.
The figure I give you because it does not flatter me: 260 documents out of 9,200 cannot be cited down to the passage. They are handwritten workshop minutes and calculation spreadsheets with no heading structure — for those I cite the document and the page, and I mark the answer “cited to the document, not to the passage”. An approximate passage presented as exact is worth less than an honest reference to the document, and on a valuation figure above all.
What I propose for those 260: they account for 2.8% of the holdings and 1.9% of searches. Two routes — retype them as text, or leave them as they are with their marking. I have listed them by number of openings: the first 14 carry half the problem, and one day of secretarial work covers it. duplicate-versions_412-documents.pdf412 duplicate versions, ranked by number of openings
⛓ Sourced · file contents rather than file names, readability record document by document
Our consultants would also like the publisher's standards catalogue and the public filed-accounts databases in the holdings. Can you pull them in?
The two are not handled the same way, and the difference is one of law, not of technique.
Filed annual accounts: yes, and it is already framed. They are open to reuse, and a filing amounts to publication. What I propose is more useful than a scraper: you give me the list of companies across your 210 files, and I load the most recent filed accounts for each with its filing date and its financial year — because a ratio computed on an unnamed year is worth nothing in a deliverable.
The publisher's standards catalogue: there, the question is your licence, and it has a written answer. Your subscription carries a named right of consultation. What it does not open, and this is not caution: copying the catalogue into holdings searchable by 44 people would amount to extracting a substantial part of a protected database — that is what database law forbids, and the publisher's terms say the same.
The route that gives you the same result: I load your own in-house application notes, the ones the methods team wrote standard by standard — 184 notes, your property, citable without reservation — and for the standard itself I point to its reference and to the exact place in the catalogue, which the consultant opens with their own access. They get their answer in two clicks instead of twenty minutes, and the firm stays within its rights.
And if you do want the catalogue inside the holdings: it can be bought, the publisher sells an internal indexing licence. I have costed what the 184 notes already cover so you know what would genuinely remain to buy. sources-and-licences_what-enters-the-holdings.pdfSource by source: what the licence allows, and how far
✎ Framework · study library licence, publisher's terms, the firm's own application notes
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 document sources. 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 673 € excl. VAT / month

Questioning across sources

Covers document databases, file stores and business reference material.

Systematic references

Cites the document, its version and the exact passage for every answer.

Differences set out

Sets side by side two sources that do not say the same thing.

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 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 most relevant agent — without oversizing the project.

Book the free audit Build your agent
The gain

How much time can a team give back to its actual work?

By taking on the search and the referencing, the effort shifts towards applying the rule once found. How large the gain is depends on your volume and remains to be confirmed by a pilot.

Searching the document collection
Today · done by hand
Passage found and cited
Checking the applicable version
Today · done by hand
Version stated
Comparing sources that differ
Today · done by hand
Passages set out side by side
Indicative figures, not contractual, to be confirmed by a pilot on the size of your holdings and the number of sources connected. Deciding which rule prevails when two sources differ is a matter of internal doctrine: that decision belongs to your business teams.
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 business document agent (multi-source, references, versions), installed and operated for you.

Agility

Setup + controlled subscription

6,985 € excl. VAT setup
then 673 € excl. 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

1,063 € excl. 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

10,460 € excl. VAT setup
then 870 € excl. VAT/month · + hardware from 2,491 € (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 exclude VAT.
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 document holdings

Your internal documents stay with youLocal inference or an isolated resource hosted in France; no document and no extract entrusted to a third party, no content used to train a model.
Data in France, under French lawYour internal documents and your know-how: minimisation and location in France, architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity.
Your business teams keep the decisionThe agent produces sourced answers across large holdings, which can be checked and altered; no approval is automated.
Human oversight & traceabilityOn the size of your holdings and the number of sources connected: systematic logging and tracking, in line with the AI Act.
Frequently asked questions

Your questions, our answers

How many documents can the agent cover?
This offer is sized for more than a hundred documents spread across several sources. The exact volume and the sources connected are settled at the design stage.
How does it tell an archived version apart?
Every answer states the version of the document and its date of application, and explicitly flags an archived version.
What does it do if two documents contradict each other?
It sets out both passages side by side with their reference, rather than producing a single answer. The doctrinal decision belongs to your teams.
Who decides what goes into the holdings?
You do. The agent reads the sources you open to it and changes no document; stocking the holdings remains a business act.
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 holdings are not used to train a third-party model.
What does the agent answer if the holdings do not contain the information?
It says so, and it does not fill the gap. An answer is produced only where a passage in the holdings carries it: failing that, the agent states what the holdings hold on the nearest subject, names the document that would be missing and offers to index it. A plausible but reconstructed figure would cost more than an absence, because it then circulates without its source.
Are the access rights of our sources preserved?
Yes, and in this order: the requester's scope is established before the search, and the search covers that scope only. No passage outside the scope is retrieved, not even to be discarded afterwards — filtering after the fact would let content pass through the answer. Connecting to each of your sources is studied at design stage: it depends on what that source exposes, and it is settled with you.
Can it cite an external source?
It cites what you are entitled to load into the holdings, and the question is one of your licences, not of technique. A source open to reuse is cited with its date; a database under a named consultation licence is not copied into holdings searchable by the whole team — the agent then points to its exact reference, which the reader opens with their own access. Article L342-1 of the French intellectual property code gives a database producer the right to prohibit the extraction of a qualitatively or quantitatively substantial part of its contents (text consulted on Légifrance on 07/09/2026).
How is it checked that answers are faithful to the documents?
Through your own reviews, on your own documents — not through a score we would display. Every answer carries the document, the version, the page and the passage in quotation marks, with the link that opens it at that place: checking a citation takes seconds. A sample of answers is compiled each period, with the document opened alongside, so that your teams establish for themselves what the citations served are worth. No architecture guarantees the absence of error; what can be guaranteed is that every assertion is verifiable at its source.
If we withdraw a document, does it also disappear from the index?
Yes, and three things stop at once: the document leaves the scope, the index built on it is destroyed, and answers already served that cited it carry the withdrawal notice and its date. An index that outlives its document makes the withdrawal fictitious; a citation pointing to a vanished source suggests it still exists. The agent stops reading the document — it does not delete it from your own stores, where your retention obligations keep running.
What is the difference with the document processing (OCR) agent?
The split is clean: the document processing agent owns the image — it turns a scanned page into text and usable fields. This agent owns the question — it starts from an already readable corpus and returns a cited answer. None of the modules on this page reads or extracts a document; none of the document processing agent's modules answers a question. The two chain naturally — extraction upstream, questioning downstream — and remain two distinct offers, each with its own scope and price.
How long does it take to deploy this agent?
A few months as a rule, depending on the size of the holdings and the number of sources to connect, after a free audit then phases of design, integration and testing.
Let's talk

Let's size up the potential in your document holdings

15 minutes to frame your volume and your sources — hosted in France, supervised, with no commitment.