Qualiopi: evidence kept all year, not rebuilt the night before
A Qualiopi audit is not prepared the night before: it is held session after session, proof after proof. Your AI agent files evidence indicator by indicator against the French national quality framework, flags what is ageing before an auditor finds it, prepares the annual pedagogical and financial return, produces enrolment letters, attendance sheets, certificates and satisfaction surveys, and tracks your publicly funded training files. Hosted in France: your learners' data does not leave your premises. The quality officer signs off.
Updated on
5 need action, and not the same action: 3 have evidence that exists but covers no session from 2026, 1 has never had written evidence, 1 rests on a document your last auditor had already flagged.
I have ranked them by effort: 3 can be settled in an hour with documents you already hold.
⛓ Sourced · 22 applicable indicators, evidence file, 186 sessions over 12 months
The indicator covers adjustments for learners with disabilities. I found 14 sessions out of 186 where an adjustment was genuinely made: room changed, duration extended, materials adapted. The traces exist, scattered across your e-mails and your reports.
What I have written: the procedure as you actually practise it, on one page, with the 14 cases appended to demonstrate it.
The signature stays with the quality officer: a procedure takes effect when it is approved, and that is precisely what makes it defensible at audit.
✎ Proposal · procedure drafted from 14 real cases — the quality officer signs off
A Blue Lemon Agent Qualiopi agent files your evidence indicator by indicator against the French national quality framework (decree no. 2019-565 of 6 June 2019: 7 criteria, 32 indicators, of which 22 are common to all providers and 10 specific to apprentice training centres), flags evidence that is ageing, prepares the annual pedagogical and financial return, produces enrolment letters, attendance sheets, certificates and satisfaction surveys, and tracks your publicly funded training files through to service delivered. Built by a training provider: Blue Lemon Agent is a brand of LINDBERGH FORMATION, Qualiopi-certified under no. 03896 for the category "training actions". Hosted in France, through local inference or an isolated resource, architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity. The quality officer signs off. Live in two to four weeks.
Benchmarks describing our offer, not results measured at a client. The real state of your file is measured by a review of your applicable indicators and your last twelve months of sessions.
Why the Qualiopi workload is not an audit workload
The audit lasts a day; the evidence is made all year. Every session leaves documents that must be named, dated and found again two years later — and it is that daily trail, never the audit itself, that costs a training provider its time.
! The stakes
In most training organisations the quality workload rests on one person, often part-time, carrying it on top of their real job. The evidence file then lives in a shared folder and a spreadsheet, and gets rebuilt in the weeks before the audit — exactly when someone discovers that a procedure was never written down, or that valid evidence no longer covers any recent session. Meanwhile learners' personal data — identity, learning path, results, sometimes a disability-related need for adjustment — moves through consumer tools hosted outside Europe.
✓ Our answer
The agent keeps the trail as the sessions run rather than as the audit approaches. It files each document against the applicable indicator, dates it, ties it to a real session, and flags what is ageing before an auditor finds it. Where a practice exists but was never written down, it reconstructs it from the real cases and puts it forward drafted, with those cases attached. It produces session documents, launches surveys, chases non-respondents, prepares the annual return and tracks funded files through to service delivered. It runs through local inference or an isolated resource hosted in France. The quality officer signs off: it is their signature that commits the organisation in front of the auditor.
Learner data, sometimes sensitive: sovereignty & compliance
A training file carries an identity, a learning path, results — and sometimes a disability-related need for adjustment, which counts as sensitive data under the GDPR. Here is how our agents' architecture protects it.
Built by a training provider
Blue Lemon Agent is a brand of LINDBERGH FORMATION, Qualiopi-certified under no. 03896 for the category "training actions". The evidence grid comes from a lived audit cycle.
Local inference
The agent can run on a machine inside the organisation: no learner file leaves the network for a foreign cloud.
Hosting in France
Otherwise, a dedicated, isolated resource hosted in France under French law — your files: processing and access within the European Union targeted by the architecture.
Restricted access to sensitive data
Disability-related adjustment needs are handled with role-based access (RBAC), restricted and logged, kept apart from the rest of the file.
Reduced extraterritorial exposure
Architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity: our architecture depends on a subcontracting chain and remote access documented for the configuration chosen.
AI Act: governed deployment
Strictly a support agent; no evidence is presented without the quality officer's approval; traceability and human oversight 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.
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.
The company in this demonstration
Fictional companyPasserelle Formations — training provider for transport and logistics occupations
- Sector
- Continuing vocational training, category "training actions"
- Headcount
- 14 employees, including 6 permanent trainers and 1 part-time quality officer; 23 freelance trainers
- Public served
- Transport and logistics companies, publicly funded jobseekers, individuals using their training account
- Activity volume
- 186 sessions and 1,420 learners over the last twelve months
- Tools in place
- Session management software, public funding portal, e-mail, shared folder for evidence
- Who decides
- The quality officer approves the audit file; management signs the procedures
- The improvement points
- 5 of the 22 applicable indicators rest on evidence more than twelve months old, and 31% of satisfaction surveys go unanswered
Passerelle Formations is certified for training actions; its surveillance audit is set for 12 November 2026. The quality officer keeps the evidence file part-time, on top of tracking publicly funded files. Until now the file was rebuilt in the six weeks before the audit. The agent is connected to the session management software, to e-mail and to the public funding portal; it files as the sessions run, and nothing goes in front of the auditor without the quality officer's approval.
This company, its figures and the exchanges that follow were invented for the demonstration. They illustrate a common situation; they describe no real client.
· 22 indicators apply to you — you are not an apprentice training centre, so the 10 indicators specific to apprenticeship do not concern you. 17 are covered by evidence less than twelve months old.
· 5 need action, and not the same action: 3 have evidence that exists but covers no session from 2026; 1 has never had written evidence; 1 rests on a document your previous auditor had already flagged, and that is the one that would cost the most.
· Ranked by effort: 3 can be settled in an hour with documents you already hold — they simply need tying to a session from this year. The other 2 need a management decision, not time.
· What I suggest this week: the 3 re-attachments, which I can prepare today. The other 2, we look at together whenever you want. mock-audit_22-indicators.pdf17 covered · 5 to handle · ranked by effort
⛓ Sourced · 22 applicable indicators, evidence file, 186 sessions over 12 months, previous audit report
What I found by looking: across your 186 sessions, 14 involved a real adjustment — a ground-floor room three times, extended assessment time for two learners, large-print materials, an interpreter arranged for a September session, two referrals to an external specialist.
Where the traces were: in your e-mails, in two meeting reports, and in the free-text notes of your session software. They all existed; none was tied to the indicator.
What I have written, and this is where I save you six weeks: the procedure as you actually practise it, on one page — who your disability officer is, at what point the question is put to the learner, which adjustments you know how to make, and who you refer to when you do not. Plus the 14 dated cases appended, which demonstrate it.
What that is worth at audit: a procedure written after the fact and without cases is a procedure the auditor questions. A procedure backed by 14 real cases across twelve months is an observed practice, and that is not the same conversation.
The signature stays with management: a procedure takes effect when it is approved, and that is precisely what makes it defensible. disability-procedure_14-cases.pdf1 page · 14 dated cases · to be signed
⛓ Sourced · 186 sessions, e-mail, meeting reports, session software notes
The three conditions I apply, and I tell you which one is missing: evidence must be dated, tied to a real session, and cover the audited period. One missing, and the evidence is flagged.
Your 3 flagged items:
· Learner needs assessment: your template is excellent, the last completed copy dates from March 2025. Yet you complete one for every session — they go out as e-mail attachments and never come back to the file.
· Trainer qualifications: up to date for your 6 permanent staff, but 9 of your 23 freelancers have a CV more than three years old, 4 of whom taught in 2026.
· Assessment of learning: the grids exist, none is tied to a session after December 2025.
What I did with the three: I found 41 needs assessments in your 2026 e-mails and tied them to their sessions; I prepared 9 requests for updated CVs, to be read over before sending; and I tied in 63 completed assessment grids that had stayed in the trainers' folders.
Result: the 3 indicators move from "expired evidence" to "covered", without producing anything new. What was missing was not the work, it was the attachment. expired-evidence_3-indicators.pdf41 assessments · 63 grids · 9 CVs requested
⛓ Sourced · evidence file, 2026 e-mail, trainer folders, 186 sessions
The point: the auditor had noted that your gathering of stakeholder feedback covered only learners — not funders, not client companies, not trainers.
Why it is the priority: a point already flagged and not addressed does not read as an oversight. It reads as an absence of follow-up, and absence of follow-up touches a different indicator from the original one — continuous improvement. An untreated gap contaminates a second.
What I have assembled since: 3 separate questionnaires — learners, client companies, trainers — plus the funder feedback already sitting in your e-mails: 27 funder responses across 2026, never compiled.
What I measured, and the figure does not flatter me: I launched the company questionnaire in June. Response rate: 34%. My automatic reminder at seven days took it to 41% — seven points, which is little.
What it taught me, and what I do with it: it was not the reminder that was missing, it was the timing. Companies answer when the learner has just come back, not three weeks later. I moved the send to day 2 after the session ends on the last 30: 58% response. I propose to generalise it, and to keep the seven-day reminder since it costs nothing.
What management settles: the trainer questionnaire. Asking your 23 freelancers about their working conditions will produce answers you will have to act on — that is the point of the exercise, and it is also what makes the decision a real one. I put it forward; you choose the moment. stakeholders_gap-addressed.pdf3 questionnaires · 34 → 58% response
⛓ Sourced · previous audit report, 3 questionnaires, 27 funder responses, June trial on 30 sessions
When the session opens, without asking you for anything: the named enrolment letters with venue, times, access and contact; the programme and objectives in your template; the rules of procedure; the attendance sheet per half-day, in the right format; and the needs assessment sent to the learner — the very one that was missing from the file, and which this time comes back into the session, not into a mailbox.
At the end: completion certificates, delivery certificates, and the satisfaction questionnaire at day 2.
What gets filed at the same time: every document is tied to its session and to the indicator it serves. That is the point that changes everything: the document does not have to be found again two years later, it is already in place.
The figure that matters: across the 30 sessions opened since go-live, 0 missing documents. Across the previous 156, 214 were missing — of which I recovered 89%.
The remaining 11%, and I would rather tell you: 23 paper attendance sheets never scanned, from 2025 sessions held off your premises. I cannot reconstruct them, and a reconstructed attendance sheet would be worth nothing — it is a signed document. What I propose instead: I listed the 23 sessions and the trainers concerned; 4 of them still hold the originals. For the others, a body of evidence exists — enrolment letter, completion certificate, invoice to the funder — and it is that body I am assembling. session-documents_30-sessions.pdf8 documents per session · 214 recovered over 12 months
⛓ Sourced · 186 sessions, 30 since go-live, evidence file
What I track on the funding portal: the enrolment, the entry into training, the documents expected, and the declaration of service delivered.
The first moment: enrolments left unanswered by the learner. Over 12 months, 84 files sat waiting more than ten days; 31 cancelled themselves. I now chase at day 3 and day 8, restating the session dates. Across the last 30: 4 waiting, 1 cancellation.
The second: the entry into training to be declared. It is declared the same day; I prepare it and you approve it with one gesture.
The third, and this is the costly one: the declaration of service delivered. Over twelve months your average delay between the end of a session and the declaration is 19 days, with two files beyond two months. That is not negligence: the declaration waits for the complete attendance sheet, which waits for the freelance trainer to send it back.
What I changed: I chase the trainer, not the learner — the trainer holds the document. Average delay across the last 30: 4 days.
What stays with you: the declaration of service delivered itself. It commits the organisation on public funding; I prepare it complete, with the attendance sheet attached, and a person approves it. That is a mandate you could give me tomorrow, capped and revocable — for now you have not given it, and I do not take it. funded-files_delays-and-reminders.pdf19 → 4 days · the trainer is chased
⛓ Sourced · funding portal, 84 files waiting over 12 months, 30 files since go-live
What I count: the sessions actually held, the learners actually present — from the attendance sheets, not from the enrolments — and the hours actually delivered. That is the first source of discrepancy: a session with 12 enrolled and 9 present is not the same line.
What I found for the past year: 3 discrepancies between my figures and your accounts. Two come from sessions invoiced in the following year; the third from a cancelled session whose enrolment had stayed open. All three are explainable, and I give you the explanation alongside the figure — a return you cannot justify line by line is a return you dread.
On the deadline, I would rather check than assume: article R6352-23 of the French labour code places the filing before 30 April each year, online. But the effective campaign date is published each year by the ministry responsible for vocational training, and it does not always coincide with the code's deadline. I look that date up at source and give it to you with its address; I do not give you a date from memory.
What is at stake behind it: the return is not an accounting formality. Without filing, the activity declaration lapses — and it has to be made again. annual-return_3-discrepancies.pdfSessions, attendees, hours · 3 discrepancies explained
⛓ Sourced · 186 sessions, attendance sheets, the year's accounts, article R6352-23 of the labour code
What I do on my own:
· Produce and file a session's documents when it opens. A filed document can be unfiled with one click, and if the session is cancelled the whole set goes with it.
· Send the satisfaction survey at day 2 and chase at seven days. And the reverse holds: a learner who asks not to be contacted again is removed instantly, and comes back if they ask again.
· Chase the trainer holding a missing attendance sheet, at day 2 then day 6. Frequency adjustable; a reminder is a reminder, it declares nothing.
What waits for the quality officer: everything shown to the auditor, without exception; bringing a procedure into force; sending a questionnaire to your trainers; the declaration of service delivered; filing the annual return.
What I measure and what I do not: I publish every month coverage of the 22 indicators, evidence approaching twelve months, survey response rates and service-delivered lead times.
No indicator per trainer. And the mechanism is worth stating: an average satisfaction score per trainer would become a target; a trainer scored on immediate satisfaction stops assessing learning strictly, and it is the assessment of learning — itself an indicator of the framework — that would degrade to lift the other. The instrument would destroy what it measures.
The one exception is not one: who taught which session is recorded, because it is evidence of qualification required by the framework. Evidence is not a counter. who-decides-what.pdf3 automatic actions · 5 reserved decisions
✎ Framework · automatic actions and approval circuit to be settled with you
Your case is not here? That is exactly what a 15-minute conversation is for. Book the free audit →
What the agent holds, from the evidence file to the annual return
Each use case matches an agent we deploy. All of them work in support: the quality officer signs off.
Evidence filed by indicator
Every document attached to the indicator it serves, dated and tied to a real session.
Evidence that is ageing
Flagged before the audit: valid evidence that no longer covers any recent session no longer counts.
Session documents
Enrolment letters, programmes, attendance sheets, completion certificates and delivery certificates.
Satisfaction surveys
Learners, funders and client companies: launched, chased, analysed and put to use.
Publicly funded training files
Enrolments, entries into training, documents expected and service delivered, with deadline alerts.
Annual pedagogical and financial return
Prepared from delivered sessions, reconciled with the accounts, discrepancies flagged before filing.
Complaints & continuous improvement
Register of complaints and incidents, improvement actions and verification of their effect.
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.
Regulatory control
Beyond Qualiopi, keeping compliance current against a framework that keeps moving.
Compliance / regulatory control agent from 721 € excl. VAT / month Regulatory compliance →HR document management
Files, trainer contracts and administrative documents, filed and findable.
HR document management agent from 710 € excl. VAT / month HR documents →In 15 minutes we identify the most relevant agent — without oversizing the project.
How much time does Qualiopi compliance take?
Most of the workload is traceability: naming, dating and finding again. By taking it as the sessions run, the agent removes the pre-audit reconstruction and shifts the quality officer's time towards what gets signed. The size of the gain depends on your number of sessions and your categories of action.
The stages of your AI agent project
Audit & scoping
15 minutes to target the use case with the best return.
Quote or direct sign-up
A catalogue offer is bought online; a specific need gets a costed quote.
Design
We design the agent and its guardrails.
Integration & testing
We connect your tools to the agent, which is itself hosted in France.
Rollout
Going live and training your team.
Operation
Continuous supervision and improvement.
A Qualiopi agent, installed and run for you
A level L2 agent: evidence file by indicator, session documents, surveys, annual return and funded-file tracking, connected to your session management tool. Connectors and maintenance included. Prices excluding VAT — annual subscription, so the gains have time to settle.
Setup + controlled subscription
- Installation, configuration and training for your teams
- Operation, human oversight, updates and support
- Sovereign hosting in France, a dedicated and isolated resource
All inclusive, no setup fee
- Setup included (installation, configuration, training)
- Operation, human oversight, updates and support
- Sovereign hosting in France, managed end to end
On site, you own it
- Hardware installed on your premises (you own it)
- French / European AI models run locally
- Secure remote maintenance (Pro support included)
Four guarantees that matter to a training provider
Your questions, our answers
Does the agent guarantee certification?
Which framework does the agent work against?
What difference does "built by a training provider" make?
Does it prepare the annual pedagogical and financial return?
Does it handle publicly funded training files?
How long does deployment take?
Other agents for a training provider
Let us measure the state of your evidence file
15 minutes to review your applicable indicators and see what would be missing on audit day — hosted in France, supervised, no commitment.