Compliance assessment of personal data protection (GDPR) and artificial intelligence regulation (AIR) at the City of Lyon and CCAS
Evaluation de conformité de la protection des données personnelles (RGPD) et du règlement sur l'intelligence artificielle (RIA) à la Ville de Lyon et au CCAS
France · Lyon cedex 01 · how to bid here →
Your path to submission
- Deadline: 21 October at 00:00 — 34 days left.
- The submission point is stated in the notice (link on the right).
- Offer and evidence in: FRA, FRA.
- Collect your evidence — the eligibility requirements are listed above; for many of them the analysis explains how to obtain them.
Clement What the numbers say about this buyer
- In this sector the buyer awards roughly every month (60 awards, most recently September 2026) — the next award is due around October 2026 by that rhythm. The last award went to INSOLITES ARCHITECTURES.n = 60
- The award came in at a median 111% of the estimated value (196 awards with both estimate and value) — pricing at the estimate is usually too low here. Sector: 70%.n = 196
- 33% of this buyer's awards went to companies that had already won here before (3,795 awards since 2015, spread over 1,664 companies). That is well above the sector norm (20%) — newcomers have a harder time here than elsewhere.n = 3,795 awards since 2015
- The median procedure drew 4 bids (1,606 procedures with a bid count); 15% ended with a single bidder. Sector: median 5 bids.n = 1,606
- 98% of the bids received came from small and medium-sized enterprises (93 procedures with a bid mix). Sector: 78%.n = 93
From this buyer's documented awards; comparison values from the same sector and country. Not a forecast, not legal advice. As of 13/09/2026.
Foreign bidders
In France · Architecture & engineering, 975 contracts went to foreign companies over the last 3 years (of 24,626 recorded awards) — mostly from Germany, Spain, Italy.
Typical field: median 5 (from 60 awards).
What the buyer is looking for
The summary in English is being prepared. The official description below is in the original language (DE).
Show original description (DE)
Il s'agit d'accords-cadres mixtes exécutés par l'émission de bons de commande et par la conclusion de marchés subséquents pour des prestations dont l'objectif est de garantir : - une conformité à tout moment des traitements de données à caractère personnel mis en oeuvre au sein des directions de la Ville de Lyon et du CCAS - que les solutions d'IA mises en oeuvre sont conformes aux exigences de sécurité, de traçabilité, de supervision humaine et de maîtrise des risques prévues par les textes en vigueur
Selection criteria — in the procurement documents
The buyer states in the notice that the selection criteria are in the procurement documents (link on the right), not in the EU form. The document analysis below extracts them from there — bid and evidence in FRA, FRA.
Contract
Who has won here before
| Company | Awards | Period |
|---|---|---|
| RABY | 26 | 2015–2022 |
| RABY SAS | 23 | 2015–2020 |
| SPIE FACILITIES | 23 | 2017–2026 |
| QUALICONSULT | 20 | 2015–2025 |
| LES MENUISIERS DU RHONE | 14 | 2015–2020 |
How often this buyer tenders this
Who knows the rhythm prepares instead of reacting.
How to bid
Guide: how to apply on PLACE — Plateforme des achats de l'État (Frankreich) → Registration, signature, fees — from the operator's bidder manual.