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BOAMP - Bulletin officiel des annonces de marchés publics (DILA) verified 7 hours ago Contract notice

Framework agreement for LLM agent development services and related services

Original Accord cadre Prestations de développement d'agents LLM et services associés

Open France IT services

Buyer City'up (972)

20 days left

Key facts

Closes
13:00 (UTC+1)
Estimated value
€180,000
Procedure
Open procedure
  1. Published
  2. Today
  3. Deadline open for 21 days
  4. Awarded pending

Bidding window

20 days from publication to deadline

Shorter than usual

Notices of this kind (France, open procedure, below the EU threshold) give a median of 30 days, half of them between 25 and 36 days, based on 22,359 notices of the last two years. Fewer days than three in four comparable notices. Check the documents early and ask questions before the clarification deadline.

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Summary

Machine-generated summary

The contract covers consulting, design, development, integration, evolution, optimisation, security and industrialisation of solutions based on generative artificial intelligence, in particular LLM agents and retrieval-augmented generation (RAG) pipelines drawing on document collections. It is a framework agreement for the supply of these AI development and associated services.

Description

Le présent marché a pour objet prestations de conseil, conception, développement, intégration, évolution, optimisation, sécurisation et industrialisation de solutions reposant sur l’intelligence artificielle générative, notamment des agents LLM et des chaînes de génération augmentée par recherche documentaire (RAG).

Bid or no-bid?

Six questions before you commit a team. Under each one, what the register holds on it. The answers are yours.

  1. In your favour:

    Do we meet every eligibility criterion?

    Open procedure: any interested supplier may submit a bid.

  2. Your call:

    Can we deliver this with the team we have?

    Estimated at €180,000.

  3. Your call:

    Do we have two comparable references?

    Comparable work is in IT services.

  4. In your favour:

    Is the deadline realistic for a proper offer?

    20 days left, 14 of them working days.

  5. Your call:

    Is there a margin at the likely winning price?

    In this country this kind of contract is usually awarded for between €68,595 and €517,694.

  6. Your call:

    Do we know this buyer?

    The buyer has 5 notices in the register and no pattern of winners yet.

Can I bid?

  • Open procedure: any interested supplier may submit a bid.
  • Documents in French.
  • Bids are submitted through Buyer profile (profil d'acheteur) linked on each notice.
  • Certificates from another EU country? Check the equivalents on eCertis

Official source

Source: BOAMP - Bulletin officiel des annonces de marchés publics (DILA)

Always verify details on the official notice.

Report an error in this notice

Last verified against BOAMP - Bulletin officiel des annonces de marchés publics (DILA) 7 hours ago

Documents on BOAMP - Bulletin officiel des annonces de marchés publics (DILA) (French) bids submitted through Buyer profile (profil d'acheteur) linked on each notice

Expected award price

likely award for this notice, from its published estimate of €180,000
€97,200 to €180,000

Comparable awards in this country and sector came in at a median of 87% of their published estimate, half of them between 54% and 100%, based on 31 awards of the last 3 years.

Each award is compared with the estimate of the same lots, framework agreements excluded. A published estimate may include options and renewals, so an award under it is not always a discount.

What this market pays

The buyer has too few awards of its own in this sector, so this is the range of the last 1,109 awards for IT services in France.

This notice
€180,000
Median award
€175,000
Middle half of past awards
€68,595 to €517,694

The estimate sits inside the usual range.

Award values as published by the official sources. Use them as a guide, not a rule: scope, lots and duration differ between contracts.

City'up (972)

France

notices in the register
5

This buyer has no award history in this sector yet. Usual winners, IT services - France

Company Wins Total awarded Last win
SOPRA STERIA GROUP 12 €35.9M Oct 2026
ATEXO 11 €3.2M Jul 2026
ATOL Conseils et Développements 11 €2.5M Jul 2026
CGI France 10 €42.6M Jul 2026
SCC France 10 €2.5M Sep 2026

Based on 1929 awards with a linked company profile over the last 2 years.

2 open tenders right now

Market context

Larger than 23% of the open notices in IT services across Europe.

open now in IT services
7,166
median open notice
€887,095

Who wins in this market

Many suppliers

France · IT services

different companies won awards here
1,503
of the awards went to the three most frequent winners
2%
winners of the last 12 months were new here
1,161 of 1,247
buyers awarded contracts here
995

Based on 1,978 awards with a named winner over the last 3 years. Counted by award, not by value, because lot and framework amounts are not comparable. Concentrated means the three most frequent winners took 65% or more of the awards; many suppliers, under 35% with at least ten different winners. New: no award from the same buyer or market in the two years before.

Competition

tenders per lot on average (open and restricted procedures)
4.6
of those lots received a single tender
16%
of the awards went to companies based in another country
1%
of the tenders came from another country
7%

As the official award notices state them, over the last 3 years. Tenders per lot count open and restricted procedures only: in a negotiated procedure or a direct award a single tender is the procedure itself. The country is the one the notice gives for the winner.

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