From Drawer-Bound Research to Livestock Farming in the OpenAI Era
Since 2025, the CAP emphasises that farmers must integrate knowledge and innovation systems (AKIS) to receive support, not just have animals, eligible pastures, and correct application. Europe wants financial support to be linked to publicly accessible knowledge, indicating that payments are for both production and how it’s made. Greece faces a choice: treat AKIS as a mere checklist item or leverage it to reshape livestock policy. Currently, policy seems closer to the former, which motivates this message.
And here, whether we like it or not, the OpenAI era enters the picture.
The 2025 farmer doesn’t wait for a seminar – he opens his phone
The reality is tough for today’s livestock farmer. When they face a problem, they rarely consult a paper in a scientific journal. More often, they pick up the phone to call another farmer or the vet, send a message, or search for solutions on Facebook – or, increasingly, they open ChatGPT and ask for “a feeding plan for goats in the second lactation period”.
There, within seconds, they receive an answer that is “good enough”. Not fully tailored to Greek reality, not perfectly precise, but definitely faster, more accessible, and often easier to understand than traditional knowledge-transfer channels.
If we do not ensure that AKIS and Greek agricultural research supply these tools with Greek data, examples, and solutions, then a livestock farmer in Thessaly will receive advice ultimately suited only for an “average” European farm.
So, the question is not whether OpenAI will enter the farmer’s life. It already has. The real question is whether Greece will make its own “Walmart move”: to let its knowledge emerge from the drawers and become raw material for Artificial Intelligence systems, instead of remaining locked in PDFs and PowerPoints.
From research drawers to the country’s barns
The paradox is well known to anyone who has spent time in a university or research centre. On our shelves and in our drawers, there is a complete strategic exercise for Greek livestock farming – but it remains scattered and unused.
Doctoral theses cover small ruminants’ nutrition, health, zoonoses resilience, pasture management, climate adaptation, welfare, reproduction, genetics, and farming models. Studies include cost–benefit analyses, precision farming, producer groups, and cooperatives. Also, technical analyses support ministries and agencies policy.
AKIS, as imposed by the CAP, can serve as the tool that unifies all this into a single ecosystem. That prevents research from being a closed club and transforms it into a practical part of the producer’s daily routine.
What a meaningful AKIS in Greek livestock farming really means
If taken seriously, AKIS is not simply “just another measure”. It represents the entire knowledge value chain, from research to recommendations, then to farm-level implementation, measuring results, and ultimately informing policy design. In this process, Greece has the opportunity to act offensively rather than defensively.
Firstly, translating research into practical protocols. No more 200-page theses ending with the statement that “further study is needed”. We require feeding protocols by stage, biosecurity and vaccination protocols, reproduction and replacement-management protocols – in a form that can be turned into a checklist on the farm, with clear indicators. Output per animal, herd age distribution, feed conversion ratio, mortality, somatic cell count, and rates of subclinical disease.
Secondly, by elevating the AKIS advisor to a strategic partner of the farm. Not a mere “paperwork agronomist”, but a certified consultant who monitors key indicators, co-shapes the production and investment plan, and is remunerated (at least partly) through the coupled support itself – based on advisory work rather than just the click in the CAP declaration or success fees from eco-schemes.
Third, by integrating farm data into a digital ecosystem that “plugs into” AI tools. If the farm’s files – covering production, diseases, interventions, and results – are structured, anonymised, and accessible as a dataset, then the Greek state gains a clearer picture of what is happening on farms. Research no longer works “in the air” but is grounded in real data, and large models (like OpenAI-type models) can learn about Greek livestock farming as it actually is, rather than as generic European approaches assume.
From “bureaucratic AKIS” to a Greek OpenAKIS strategy? A key policy answer
If we want the mandatory AKIS requirement for 2025 coupled support to become a policy opportunity, we need more than just circulars. We need a clear policy decision. We should systematically open up publicly funded livestock research – theses, programmes, studies – in a single, accessible repository. We must ensure every project delivers not only a scientific article but also an executive summary in producer-friendly language and as a practical guide. We should establish regional AKIS livestock units that do more than organise information events; they should run pilot protocols on real farms, with real metrics. We need to integrate the “electronic farm file” into the payment agency’s (OPEKEPE’s) information system, not as an extra burden but as a tool for transparency and evidence. This is the producer; this is what they are implementing; these are the results they deliver.
And crucially, we actively collaborate with Artificial Intelligence providers (such as OpenAI) to develop a dedicated corpus of Greek livestock knowledge. This allows a farmer to ask, “how should I manage a sheep and goat farm in Thessaly after a flood?” and the model understands the question because it has been trained on Greek data and case studies.
So this isn’t a technical issue. It’s clearly a political decision. Do we want the country to remain a passive consumer of generic AI tools, or to become a producer of content and practical knowledge that will feed those tools?
Why livestock is the natural “testing ground”
Livestock farming highlights many issues: high costs, climate and health risks, rural social roles, environmental pressures, zoonoses, and animal welfare. Without a serious AKIS here, where will it be built? The 2025 coupled payments requirement for AKIS might seem like a chore, but it signals Europe’s support, coupled with a demand for knowledge organisation, measurability, applicability, and sharing.
If we take this seriously, Greece can:
- take a decade’s worth of accumulated research work out of the drawers,
- turn it into practical tools for farmers,
- connect it with digital policy (OPEKEPE, registries, dashboards),
- and run it through the filters of the OpenAI era instead of letting it gather dust.
At the end of the day, the choice is almost brutally simple. Either we see AKIS as “just another field” in an aid application, or we recognise it as the foundation of a modern livestock policy that respects CAP funding, utilises public research fully, collaborates with technology instead of fearing it, and offers the farmer something far more substantial than a subsidy: the ability to survive and adapt in an environment where knowledge is no longer a privilege, but a necessity.
AKIS is not a “Brussels idea”. It is the tool that can finally push us to take research out of the drawers and put it where it truly matters: in the barns, in the milking parlours, in the financial results and, yes, in the questions our farmers will keep asking from their phones – to an AI model which, ideally, will speak both Greek and the language of livestock.
