An AI supplier offers a school free training. Teachers can watch short sessions, explore examples and receive guidance without paying a course fee. That can be a useful contribution. It still leaves an essential question unanswered: who pays for the time and support needed to turn that learning into dependable classroom practice?
Teacher AI readiness needs an explicit allocation of work as well as access to training. Suppliers, public authorities, school employers and professional partners may contribute in different ways. The important test is whether the necessary work has an owner and realistic resources—including when a product changes.
There is no sound basis for declaring every AI company too fast or every school too slow. Leaders can ask a more precise question: does this proposed use come with support that matches what educators will actually have to do?
Company-supported teacher learning is already part of the landscape
The discussion should recognise the support that exists.
On 8 July 2025, the American Federation of Teachers announced the National Academy for AI Instruction with the United Federation of Teachers and support from Microsoft, OpenAI and Anthropic. Its launch release described free training, curriculum resources and continuing support for educators.
On 23 February 2026, ISTE+ASCD announced a partnership with Google to make free AI literacy training available to educators in the United States. The stated scope included pedagogy, ethics and critical thinking alongside exploration of Google's tools.
Google then announced the initial AI Educator Series sessions on 13 May 2026, describing short modules that could also be combined for longer learning activities.
These are participant announcements about programme design and availability. They are not independent evaluations of educational impact, audits of funding disbursement or evidence that every eligible educator has completed training. They also do not describe the full preparation needs of every participating school.
Their significance is narrower and useful: companies and educational organisations can contribute resources to teacher learning. Schools should examine what those contributions cover rather than assume either that industry offers nothing or that free access resolves readiness.
Define the readiness you are trying to fund
Readiness is not a permanent status awarded after a course. It relates to a particular activity, a group of people and the conditions under which they will work.
A teacher preparing generic practice questions needs different support from a teacher supervising pupils' direct interaction with an AI service. A school considering a new resource generator faces different decisions from one changing an assessment process.
Before discussing funding, describe the intended use. What should teachers be able to do? What must they be able to check? Which decisions remain with subject specialists or school leadership? Where can they obtain help?
The answer gives the budget conversation substance. “Train staff in AI” is too broad to reveal whether the offer meets the need.
This does not require schools to invent a universal readiness score. It requires enough detail to recognise what has been provided, what remains unfinished and whether the proposed use should proceed.
Separate course access from local preparation
A free course removes a course fee. Other work may still be needed.
Teachers may need time to connect an example to their curriculum, rehearse a procedure, examine an inaccurate output or discuss an unfamiliar case with colleagues. A school may need to clarify its rules, prepare accessible materials or arrange specialist advice.
Some programmes may support parts of this work. Others may offer introductory resources only. The distinction must be established from the actual offer, rather than inferred from the word “free.”
Ask the provider to describe the support in practical terms. Is it self-directed material, a live session, coaching, a response to individual questions or help for a school team? Who can access it? For how long? Does it cover the intended use and the staff who will carry it out?
Then identify the local contribution. When will staff participate? What preparation must happen afterwards? Which existing responsibilities will be adjusted?
The point is not to reject useful free provision. It is to avoid accepting an offer whose remaining requirements nobody has agreed to resource.
Include the cost of a product changing
Imagine a fictional school using an approved teacher-facing assistant to draft mathematics practice questions. A supplier provides an introductory webinar. A subject team checks sample outputs and writes a short guide for colleagues.
Later, an update changes the default difficulty of generated questions. The interface looks familiar, but teachers can no longer assume that the previous examples explain its behaviour adequately.
The supplier is best placed to explain what changed in its service. The mathematics team is best placed to judge whether the new questions fit its teaching objectives. Someone must connect those answers, revise the local guide and tell colleagues what requires attention.
That work may be manageable. It may also compete with other planned work. A useful update is still a change that people must understand.
This is an invented scenario, not a claim about a named product. It illustrates why an initial training offer cannot answer every future support question.
Before relying on a service, schools can ask what notice, explanation and assistance will accompany material changes. They can also decide which changes require local review and who will undertake it. The arrangement should match the significance of the use rather than require a full retraining exercise for every minor adjustment.
Give suppliers a specific support brief
A general request to “fund teacher readiness” can produce a general response. A defined request is easier to assess.
For a proposed resource-drafting use, a school might ask for examples matched to the intended activity, an explanation of important limitations, a named support route and understandable information about changes that affect existing guidance.
Where the supplier provides training, ask how it distinguishes product operation from broader educational judgment. Knowing which control to select is useful. Deciding whether a generated resource preserves the intended learning is a different task.
Suppliers can contribute to both conversations without becoming the final authority on curriculum, assessment or school policy. The school should be able to identify where product expertise ends and other professional expertise is needed.
These are suggested discussion points. They are not a claim that every supplier is legally required to provide identical services or that a particular funding share is correct in every arrangement.
Keep the employer's contribution visible
External support does not remove the school's responsibility to organise its own work.
If leaders expect teachers to adopt a new workflow, they should identify when staff can learn it, whom they can consult and how competing demands will be managed. Where an authority or network controls the programme, the school may need to raise unresolved resource questions at that level.
A staff member's willingness to experiment should not become the hidden financing model. Voluntary exploration and an institutional expectation are different commitments.
The school also needs to decide which preparation is genuinely necessary. A programme can become expensive in time because it is poorly scoped, duplicates existing learning or expects every teacher to master uses they do not need.
A narrower, supported use may be more feasible than a broad launch. It may also reveal that the educational benefit does not justify the continuing work. Funding preparation is not a commitment to continue regardless of what is learned.
Our guide to turning AI policy into classroom routines explores the local decisions behind that preparation.
Preserve room for independent judgment
A supplier knows its own product. That makes its support valuable and gives it a particular perspective.
Schools should be clear about sponsorship, the purpose of training and any connection between participation and product use. They should also ask whether educators can discuss alternatives, limitations and reasons not to use the service for a particular task.
The presence of company funding does not by itself establish that training is poor or compromised. Equally, an educational partner's involvement does not make every claim independent evidence.
Useful provision allows participants to distinguish a product demonstration, a pedagogical recommendation and a claim supported by research. Leaders can supplement product-specific learning where their needs require a wider perspective.
A school should retain a practical route to change its approach. That includes considering what happens to staff learning and locally developed resources if an introductory offer ends or the school chooses another solution. These questions concern continuity and educational choice, not an assumption of bad intent.
Notice who can absorb the remaining work
A support offer may be equally available on paper while being easier for some schools to use.
A school with established professional-learning time and specialist colleagues may adapt a resource readily. Another may struggle to release staff or obtain relevant advice. The same course fee therefore does not describe the same preparation burden.
Programme leaders should ask what participants need in order to benefit from the provision. Accessible formats, workable scheduling, language support or help with local adaptation may matter more than an additional introductory session.
This is a reason to investigate differences, not to label particular communities unready. Nor does it establish that every school needs the same funding package.
The goal is to identify the remaining work and avoid distributing responsibility without the means to carry it out.
Use a support plan before agreeing to expansion
The most useful document may be a short account of what each party will do.
It should describe the intended use, the support already included, the preparation the school will provide and the unresolved work that could prevent implementation. It should also explain where questions go and what happens when a significant change affects the arrangement.
For each activity, identify an owner and a source of capacity. That capacity might be money, protected staff time, shared expertise or a service already available through the school system.
Where information is missing, leave the uncertainty visible. An estimated demand for teacher time should be checked against experience. A promised support service should be assessed by whether it answers the questions staff actually encounter.
Avoid claiming a single complete cost before the assumptions are clear. The exercise is valuable because it reveals dependencies, not because it produces an impressive number.
Expansion should follow a review of whether the support works and whether the use remains worthwhile. Completion of an introductory course is one piece of information, not the whole decision.
Bring a real offer into the leadership conversation
For an education conference or school-network meeting, invite participants to examine an anonymised or fictional support offer. Ask what it funds, what work remains local and what would happen after a material product change.
Include teachers who will perform the work as well as the people who manage budgets, professional learning and technical services. Each may see a different dependency.
A keynote can establish the distinction between training access and supported practice. A working session can examine the offer and assign unresolved questions. Our guide to choosing an AI in education keynote speaker helps organisers give that event a concrete purpose.
The evidence reviewed here consists of selected programme announcements, mainly from the United States. It does not establish the full cost of teacher readiness, compare every supplier or determine whether a particular funding arrangement improves learning. The practical proposals are an editorial approach for schools to test against their own circumstances.
The answer to “Who pays?” should be visible before teachers are expected to make the programme work. Free resources can be part of that answer. A credible arrangement also accounts for the preparation, professional judgment and continuing support that the intended use requires.
Planning a school leadership event about AI adoption, teacher development and the work behind implementation? Explore Learning Coach's international keynotes and request a tailored proposal.
References
American Federation of Teachers, announcement of the National Academy for AI Instruction. 8 July 2025. Participant launch announcement describing partners and intended provision.
ISTE+ASCD, announcement of its AI literacy training partnership with Google. 23 February 2026. Stated programme scope and intended availability.
Google, Start learning with Google's new AI Educator Series. Jennie Magiera, 13 May 2026. Company announcement of initial sessions and format. All sources consulted 29 October 2026.
