+33 (0)1 87 66 00 65 · Monday to Friday, 9am–6pm Free audit (15 min)
● Public sector — Public procurement

The AI agent for public procurement: draft the documents, analyse the tenders

Drafting the technical specifications and the consultation rules, checking the completeness of applications, comparing the tenders received take up a considerable share of public buyers' time — without being the decision that belongs to them: choosing the successful bidder. Your AI agent absorbs that repetitive work. Hosted in France — on local inference or an isolated resource — public procurement data stays under control. The award remains a human and collective decision.

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

Updated on

Deployed in a few weeks
Public procurement assistant · hosted in France
On the “roadworks 2026” consultation, check the completeness of the 5 applications received and flag what is missing before the tenders are opened.
5 applications analysed. 3 complete. 2 to check: one bidder has not attached the ten-year construction insurance certificate required by the consultation rules, another has submitted an unsigned candidacy form.
Completeness table ready — for the committee to approve before any decision.
⛓ Source · the tender documents + the bids submitted on the buyer portal
Compare the admissible tenders against the weighted criteria in the rules.
Comparative analysis prepared against the criteria in the consultation rules: price (50%), technical merit (40%), lead time (10%). One technical submission falls well short of the specification's requirements on maintenance; two tenders are close on price.
I am preparing an analysis grid for the presentation report — ranking and award rest with the committee.
✎ Action · grid ready for review — the buyer approves
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 buyer decidesThe agent assists, never awards alone
✦ In brief

In a public procurement department, a Blue Lemon Agent agent speeds up the repetitive tasks — drafting the technical specifications and the consultation rules, checking the completeness of applications, comparative analysis of tenders — to make the procedure more reliable. It runs on local inference or is hosted in France: public procurement 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 time saved is redirected towards legal soundness and dialogue with the departments. The AI agent assists, the public officer decides; the award stays collective. Live within a few weeks.

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 buyers — and why they hesitate

Public procurement departments face tight deadlines, changing rules and a permanent risk of legal challenge. But available time is mechanically reduced by drafting the documents and going through the tenders — and the data involved bears on equal treatment between bidders.

! The issue

The purchasing department is caught between increasingly regulated procedures (thresholds, innovation purchasing, formal procedures) and an ever-growing production workload (specifications, consultation rules, completeness, tender analysis). Yet most consumer AI solutions amount to entrusting applications, priced tenders, technical submissions and companies' trade secrets to a third party, often hosted outside Europe and subject to the Cloud Act.

Our answer

For a public service, AI is only of interest if it is sovereign and confidential by design. Local inference or an isolated resource hosted in France, systematic human oversight, decisions reserved to the buyer and the committee: the time saved on production is never paid for in lost equal treatment. The aim is not to replace the public officer, but to make the procedure more reliable and give them back thinking time for legal soundness.

The decisive point

Confidentiality of public procurement data: sovereignty & compliance

A purchasing department handles companies' trade secrets and bears on equal treatment between bidders. Here is how the architecture of our agents protects that data, procedure by procedure.

Local inference

The agent can run on a machine belonging to the authority: no tender 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

Architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity for tenders: our architecture stays out of the American hyperscalers' reach, even when hosted in Europe.

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 automated award; 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.

Public procurement assistant · hosted in France
Four flags this morning, with no request from you.
· The grounds maintenance contract expires in 5 weeks and no tender has been launched. Your comparable tenders have taken 7 weeks of advertising.
· Cumulative variations on the highways contract reach 19.4% of the original value. A fourth variation is being prepared.
· A contractor's ten-year insurance certificate expired on 30/06. They are working on two live sites.
· An answer given to one bidder has not been published to the others. The street lighting tender closes in 9 days. morning-watch_4-flags.pdf4 flags · contracts concerned
⛓ Source · live contracts, variations, contractor certificates, tender platform
The contract expiring — can we extend it?
The answer is not in the contract, and it is a question to ask today rather than in four weeks.
What I established: the contract was awarded on 01/10/2022 for four years, with no renewal clause — I reread the form of tender and the conditions, clause 3. It therefore ends on 30/09/2026.
What that leaves: 5 weeks. Your last three comparable tenders took 7, 8 and 7 weeks from publication to award.
What I computed so the question can be put on figures: at the shortest of your three past durations, publishing today awards around 20 October — some twenty days with no contract in force. I have costed what that period represents: 14 call-outs over the same interval last year, 3 of them reported as urgent.
Two routes exist, and it is the procurement team that will say which one is open: extending, or letting a replacement contract for the duration of the tender. The conditions belong to procurement regulation, and I do not recite it from memory — that is the kind of rule whose approximate version costs a contract.
What I have prepared for both routes: the note to the procurement team, with the three dates that matter, the observed durations of your past tenders, the 14 call-outs costed, and the question put in one sentence. grounds-contract_expiry.pdf5 weeks · 3 observed durations
⛓ Source · form of tender of 01/10/2022, conditions cl. 3, 3 comparable tenders
How did you spot all that? And who do you tell?
I watch, continuously, what you have opened to me: your contracts and their dates, variations and their cumulative value, your contractors' certificates, and the exchanges published on live tenders.
Routing follows your organisation: the expiry to procurement and to the user department, both together — one launches the tender, the other lives with the gap; the cumulative variations to procurement, before the fourth goes for signature; the certificate to the site manager; the unpublished answer to procurement, as a priority, because the tender closes in nine days.
With a chase: 24 h on the unpublished answer and the certificate, 7 days on the rest. Then a weekly summary: by contract, never by officer.

What those four flags are worth, this morning: a tender that can be launched within the 5 weeks left, when your last three took 7, 8 and 7; a fourth variation stopped before signature, at 19.4% of the original value; two sites brought back under valid insurance; and the answer circulated to every bidder before the close, nine days away — equal treatment held, and a procedure that does not have to be run again.
What that gives the service back: the hours spent chasing dates go back to legal soundness and to dialogue with the user departments, and the resident keeps grounds maintenance without a break. The access stays yours: opened by role, logged, withdrawn on a word — and nothing leaves the authority, local inference or an isolated resource hosted in France.
The next step is ready: on a written, capped, dated mandate, revocable on a word, I publish the notice, circulate the answer to every bidder and take the variation file to signature within minutes. The choice of the successful bidder stays with the committee — and I hand it over in session, bids compared criterion by criterion on your tender rules' weighting.
✎ 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 uses of AI in a public procurement department

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

Included in your agent The 6 capabilities essential to this promise are included, at no extra cost.
From 1,010 € incl. VAT / month

Drafting the technical specifications

Helping to draft the technical specification from your templates and the need expressed by the departments, for approval.

Consultation rules & documents

Preparing the consultation rules and the administrative documents, with thresholds and formal procedures kept up to date.

Completeness checks

Checking that applications and tenders are complete (candidacy forms, certificates, technical submission) before the tenders are opened.

Comparative analysis of tenders

Comparing the admissible tenders against the weighted criteria in the rules, for the committee's analysis.

Anomaly detection

Spotting inconsistencies, abnormally low tenders or missing documents before they weaken the procedure.

Check the documents in applications and tenders

Extracting and checking the tax, social security and financial certificates provided by bidders, for approval.

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 Sources, access rights and handling of questions with no answer Record validations, conflicts of interest, criteria and decisions
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.
Link enquiry, order, goods receipt and invoice without double entry
Other needs our agents cover Each card says where the matching agent stands: available, on quote, or still being architected.
The gain

How much time can a purchasing department win back?

By automating completeness checks and the preparation of the analysis, a department can aim for a reduction by half in production time on standardised procedures — reinvested in legal soundness and dialogue with the departments.

Checking the completeness of a batch of applications
Today · done by hand
Prepared by the agent, to approve
Preparing the comparative analysis of tenders
Today · done by hand
Near-instant
Finding a rule applicable to the procedure
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

One package, one agent

A public procurement agent (drafting documents, completeness, tender analysis), installed and operated for you. Prices exclude VAT — annual subscription, the time it takes for the gains to settle in.

Agility

Setup + controlled subscription

11,605 € incl. VAT setup
then 1,010 € 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

1,655 € 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

16,586 € incl. VAT setup
then 1,275 € 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 purchasing department

Tenders never leave the departmentLocal inference or an isolated resource hosted in France; no application entrusted to a foreign third party.
Data in France, under French lawNative localisation and minimisation for tenders; architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity.
The award stays collectiveThe agent produces verifiable documents, checks and analysis grids; no award decision is automated.
Human oversight & traceabilityDrafting the technical specifications: monitoring, updates and logging, compliant with the AI Act and with equal treatment between bidders.
Frequently asked questions

Your questions, our answers

Does the agent rank the tenders?
No. It prepares a comparative analysis against the weighted criteria in the consultation rules, but ranking and award rest with the buyer and the committee. The AI agent assists, the public officer decides; the decision stays human and collective.
Does the agent take the 2026 rules into account?
Yes: thresholds, innovation purchasing and formal procedures are kept up to date. Legal monitoring of changes in public procurement law is part of the service we operate, but the final legal soundness remains the buyer's responsibility.
Does the agent make the procedure legally safe?
It makes the completeness of applications, the consistency of documents and the traceability of the steps more reliable, which reduces the risk of formal error. Legal soundness of the procedure stays human and rests with the department and its legal officers.
Is bidders' data protected?
Yes. Tenders and applications contain trade secrets and bear on equal treatment: our agents run locally within the authority 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.
Do we have to change our buyer portal or our software?
No. The agent connects to your existing tools (buyer portal, document management, office suite) and complements them, without imposing a migration. We adapt the integration to your environment and to your document templates.
How long does it take to deploy an agent?
A few weeks as a rule, after a free audit that identifies the use case with the best return, 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 purchasing department

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