← Work
Client
Grand Chambéry
Sector
Local government
Year
2025
Duration
12 months of maintenance

Their staff use AI every day. Nothing has ever left.

Staff wanted to use artificial intelligence. The authority could not send its documents to a service hosted outside Europe.

It is a situation many organisations know, and it is almost always settled by giving something up — on one side or the other.

0
outbound calls
100%
hosted in France
12months
of maintenance provided
01

The choice was bad in both directions

Ban the tool and watch it get used anyway on personal phones, or allow it and let administrative documents travel to an American service. Neither option was acceptable.

contract · signature
Trade promotion contract — Q3 2026Signed electronically
Buying group✓ 12 Jul 2026
Supplier✓ 12 Jul 2026
administrative documents — mock-up
02

An open model, hosted on the inside

We deployed a conversational assistant inside the authority's own infrastructure, on an open French model. Access over the internal network only, named accounts, hosting in France.

surveys · Q3 2026
Q3 20264 territoriesVariance > 0.05
Ref.DescriptionSurveyedAgreedVarianceStatus
4412Semi-skimmed milk 1L2.142.06+0.08Cleared
4418Long grain rice 1 kg3.904.02−0.12Cleared
4501Sunflower oil 1L5.255.10+0.15Check
4507Plain flour 1 kg1.481.45+0.03Cleared
4512Caster sugar 1 kg1.921.88+0.04Cleared
4530Macaroni 500 g1.151.19−0.04Check
4544Ground coffee 250 g3.683.52+0.16Cleared
4551Unsalted butter 250 g2.842.71+0.13Cleared
Surveys processed3,204,118
Mean variance1.8%
Territories4
Martinique34 %
Guadeloupe28 %
French Guiana19 %
Réunion19 %
internal assistant — mock-up
03

Delivered end to end, infrastructure included

We did not hand over software to install. We delivered the whole thing in working order, then maintained it for twelve months. The constraint — nothing leaves — dictated the architecture, and it holds up to inspection.

analysis · Q3 2026
Q3 20264 territoriesVariance > 0.05
Ref.DescriptionSurveyedAgreedVarianceStatus
4412Semi-skimmed milk 1L2.142.06+0.08Cleared
4418Long grain rice 1 kg3.904.02−0.12Cleared
4501Sunflower oil 1L5.255.10+0.15Check
4507Plain flour 1 kg1.481.45+0.03Cleared
4512Caster sugar 1 kg1.921.88+0.04Cleared
4530Macaroni 500 g1.151.19−0.04Check
4544Ground coffee 250 g3.683.52+0.16Cleared
4551Unsalted butter 250 g2.842.71+0.13Cleared
Surveys processed3,204,118
Mean variance1.8%
Territories4
Martinique34 %
Guadeloupe28 %
French Guiana19 %
Réunion19 %
monitoring — mock-up

Under the bonnet

  • Open French model
  • Internal hosting
  • Named accounts
  • Infrastructure included