Good-tasting alt meat is a scientific problem we can solve: $10M RFP for Alternative Protein R&D
By Coefficient Giving, abhi_kumar @ 2026-06-08T15:59 (+78)
By Abhi Kumar, Associate Program Officer in Farm Animal Welfare
Note: We used AI (Claude) to draft this post from other documents related to this RFP. All content was reviewed by Abhi and the CG team for accuracy.
Over 100 billion animals are farmed and slaughtered for food every year. At Coefficient Giving, we think one of the highest-leverage, long-term ways to reduce that number is to fund the development of meat alternatives that are good enough for people to adopt. Since 2016, we've allocated several million dollars toward the development of better and cheaper alternatives to animal products. We now see an opportunity to go deeper on a set of specific, neglected scientific problems related to taste. This Request for Proposals (RFP) is our attempt to accelerate progress, with up to $10 million available.
Why taste, and why now
Alternative proteins have the potential to reduce animal suffering at enormous scale — but only if consumers actually opt to eat them. Right now, they're not. Plant-based meat household penetration peaked at 20% in 2021 and has since fallen to 13%. One of the primary reasons is taste: 51% of first-time triers say they wouldn't buy plant-based meat again because the taste didn't resemble animal meat, and among lapsed consumers, 36% say better taste and texture would bring them back — the single most-cited factor. At the current scale of factory farming, even small percentage-point shifts in consumption would spare an enormous number of animals. Closing the taste gap is one of the most direct ways to get there.
So why haven’t we already solved taste? I think a big part of the answer is that the field hasn't been rigorous enough about measurement. Most R&D today relies primarily on sensory panels, with food teams iterating on tasters' scores. Sensory data is essential and irreplaceable — products are ultimately eaten, and only humans can tell you whether they taste good. But panels are often underpowered for the subtle differences that separate an okay plant-based burger from a delicious one, and they can tell you something is off without telling you what is off at the level of specific compounds, release timing, or cooking chemistry.
Analytical methods have their own limits — matching volatile fingerprints doesn't guarantee matching perception, and compound-level data alone won't predict what consumers will love. But paired with well-designed sensory work, tools like GC-MS, GC-O, and release-kinetics measurements can give the field something it currently lacks: a clear, measurable benchmark for what meat tastes like, and a diagnostic framework for understanding why a given product does or doesn't match it.
"What is good taste?" is a very hard question — there's no universal answer, and what people like varies by culture, context, and genetics. But "what does meat taste like, and how do we replicate it?" is much narrower and much more tractable — and a place where we think the field can be far more rigorous than it has been.
What we're funding
We're launching an RFP across four priority areas. These are foundational, pre-competitive research problems. They are unlikely to be solved by any single company and are systematically underfunded by both public agencies and private R&D budgets, making them strong candidates for philanthropic support.
1. Off-flavor reduction in plant and fermented protein ingredients. "Beany" and "grassy" notes in plant-based products are the most common reason consumers reject them. These off-flavors arise from well-understood chemical reactions during harvest, storage, and processing. Known interventions exist: better supply-chain practices, breeding different crop varieties, simple washing and heat treatments. The issue is that nobody has systematically mapped which interventions work best, for which ingredients, at what cost. There are also poorly understood sources, such as off-flavor precursors, that are harder to detect in individual ingredients. We want to fund work that maps existing interventions, and tests techniques to reduce off-flavors from poorly understood sources.
2. Improved fat systems for flavor generation. When animal fat is heated during cooking, it produces aroma compounds that make meat smell and taste like meat. In comparison, plant-based products tend to use vegetable oils where flavors are generally added as a pre-made mix, not generated dynamically during cooking. We're looking for new fat systems — structured fats, novel plant-derived lipids, or purpose-bred oilseed crops — that replicate the taste and mouthfeel of meat when cooked.
3. Egg reduction and replacement. Eggs are one of the most functionally complex ingredients in food — they emulsify, foam, gel, and bind, often all at once. There has been little progress in replacing them despite growing pressure from avian influenza and feed costs. We're most interested in enzymatic approaches that are already showing industry traction for reducing egg use in bakeries, and in hybrid systems that combine multiple partial replacers to cover the full range of what an egg does, particularly in high-volume applications like industrial baking.
4. Characterizing flavor in welfare-priority fish species. Species like carp, tilapia, milkfish, catfish, and pond loach are farmed in enormous numbers and processed into unstructured formats like sauces, pastes, fish balls, and surimi, making them tractable targets for replacement. But two problems block progress: 1) There is almost no public data on what these species taste like at the level of specific compounds, and 2) the analytical methods most labs use today to study flavor correlate poorly with human perception, especially for fish. We want to fund work on both improving analytical-sensory methods and using those methods to build open flavor profiles for welfare-priority species.
Who should apply
We welcome proposals of varying sizes and scopes. Individual awards are expected to range from roughly $100,000 to $1 million, with 2–3 year typical durations (3.5 years maximum). We encourage applications from across the R&D ecosystem: universities, research institutes, startups, established companies, nonprofits, and interdisciplinary teams. We strongly encourage applications that include industry partners or articulate a credible pathway to industry uptake.
The alt-protein field has historically attracted good biologists and good food scientists. We're hoping to also reach analytical chemists, food physicists, breeders, formulators, and engineers. If you're a flavor chemist who has spent a career on dairy aroma, or a food physicist who has never thought about meat alternatives, or a plant breeder working on something completely different, we want to hear from you.
How to apply
We've published a detailed technical context document describing each priority area, the metrics we care about, and the rubrics we'll use to evaluate proposals. Applicants should read this document carefully before applying — proposals that ignore the metrics and methodology preferences described there are unlikely to be competitive.
Applications are open until August 10, 2026. For full details, please see here. Awards will be announced on a rolling basis, with final decisions shared by November 30, 2026.
If you have questions about the application process, please email altproteinrfp@coefficientgiving.org. Please note we can't provide detailed feedback on draft proposals before submission.
David T @ 2026-06-11T22:12 (+9)
I'd say driving prices down was as big a priority and potentially more easily achieved.
Taste might not be there for connoisseurs of the finest steaks, but plenty of bland meat products sell in volume. Alternative proteins can match stuff like nuggets effortlessly, but tend to cost at least twice as much, (as well as being in a different corner of the store alongside products that intentionally taste mostly of peas and beans, which is a potential hurdle no matter how authentic your meat alternative tastes)
Denkenberger🔸 @ 2026-06-22T05:18 (+2)
I agree - AI estimates we could get cost parity to beef burgers by building a 100,000 tonne dry per year factory that is far larger than anything out there now (~2% of global burgers) (more like paper factory size). But that would cost close to $1B. I'm pretty sure that 2% of consumers would accept current taste of plant based burgers if they were slightly cheaper, but that's a big investment.
David T @ 2026-06-22T20:42 (+2)
Interesting numbers (although with it being AI, I wonder if it's derived from substantive research others might have done or if they're purely arbitrary figures hallucinated to fill the gap).
A single factory making 2% of global burgers sounds like an implausibly large factory, but I don't see why it would actually need to be that big to achieve cost parity. There isn't a massive R&D cost (cf cultured meats and some alternative proteins) and most of the ingredients I'm aware of are available in bulk at relatively low cost. Of course there is also a wide disparity between burgers to achieve cost parity with and wholesale and retail prices. Being cheaper than the cheapest brand probably isn't necessary, being cheaper than the most expensive burgers brands which market themselves based on meat quality (which I think has already been achieved) probably isn't sufficient
abhi_kumar @ 2026-06-26T10:11 (+1)
Thanks David! Just noting that I agree that cost is important (my bad that this didn't come out clearer in the text above). If helpful, in the rubric for the RFP 3 out of 4 areas weigh cost at roughly 20-30% in our assessment (though it's of course up for debate whether that is the right number or it should be higher). Also, agree that plenty of bland products sell in volume - the problem is that even matching bland products often requires expensive patch jobs like flavour masks to cover off-notes in the base protein - and this often adds costs (hence the off-flavour track in the RFP)
JamesN @ 2026-06-11T23:22 (+4)
I’d be interested in understanding why you think there is a market failure here? Why isn’t this a problem that Impossible Foods, Beyond Meat or anyone else is going to be actively solving, and why will $10m shift the funding gap?
How much is taste actually a predictor of uptake?
abhi_kumar @ 2026-06-26T13:16 (+1)
Thanks James - a few things to add to the discussion below:
On market failure: Alt protein R&D budgets have contracted significantly as the investment environment has tightened. Company incentives are much more geared toward extracting value from existing science than toward investing in long-horizon, early-technology-readiness-level research. Even where capital exists, investors aren't well-placed to identify the best marginal taste R&D - and their picks aren't always aligned with maximum reduction in animal suffering (e.g. beef flavour research vs. chicken flavour research).
On timelines: The R&D that maximises near-term sales for a single firm isn't the same as the R&D that's best for the market long-term - especially for pre-competitive science where you can't capture the full value. Eg. it makes much more commercial sense to do R&D on a new SKU than to invest in uncertain, harder-to-organise off-flavour work.
On $10M: Fair to be sceptical. The claim isn't that $10M fixes the whole problem - it's that (i) specific problems are neglected even relative to the few hundred million spent on alt protein R&D annually, and (ii) progress on the margin could drive more substitution away from the most numerous farmed animals.
On taste as a predictor of uptake: Genuinely hard to measure cleanly in a way that would satisfy most EAs. For what it's worth, on my model of taste - roughly (i) what does the analytical chemistry suggest about similarity to meat, and (ii) what does sensory panel data suggest - you do see something in the direction of more sales, though getting clean signal is hard given the difficulty of controlling for other uptake levers like distribution factors and portfolio depth.
CalebMaresca @ 2026-06-13T20:54 (+1)
Saving animals from suffering in factory farms is an externality not priced in by the market. Therefore, the optimal investment in alternative meat is greater than the profit-maximizing investment.
JamesN @ 2026-06-13T21:04 (+2)
I think you are misunderstanding the market incentives here?
There are companies that explicitly exist to produce meat alternatives. Their incentive (whether profit, reducing suffering, empire building) is to produce the best product to have more people buy it (and realistically eat it given that’s the primary purpose of their product). Taste is assumed (given this RFP) to be a key predictor of that, so those alternative meat companies are incentivised to maximise it.
This RFP explicitly says more people eating alternative proteins would be great for reducing animal suffering. So the market incentives and the desired impact are in alignment. Every $ spent by Beyond Meat to improve the taste, and therefore uptake (as this RFP suggests this relationship is sufficiently linked), is great for animal welfare.
Given the above I struggle to see where the misaligned incentives in the market is and why philanthropic funding of $10m is expected to move the dial here.
CalebMaresca🔸 @ 2026-06-13T21:28 (+1)
Let's assume for simplicity that these companies are profit-maximizing. Then they are, in fact, not incentivised to maximize tastiness. Taste can increase revenue, but it also increases cost. Therefore, the profit-maximizing investment in taste-improving research need not equal the socially optimal investment.
But actually, that is not the argument used in the post. They say:
These are foundational, pre-competitive research problems. They are unlikely to be solved by any single company and are systematically underfunded by both public agencies and private R&D budgets, making them strong candidates for philanthropic support.
So this is a classic underprovision of fundamental research issue.
JamesN @ 2026-06-15T21:28 (+3)
I fear this is missing the main objective though. Maximising taste is solely for the purpose of maximising uptake of alternative meats. There isn’t an intrinsic good in having tasty meat alternatives.
The logic is: tastier meat alternatives —> more people eat meat alternatives —> less animal suffering.
It’s foundational argument is better tasting meat alternatives increase the number of people eating meat alternatives.
There are companies that exist to sell people meat alternatives. So their incentives are aligned. Profit maximising is just an incentive to do that most efficiently, so they’d do it if taste was the most cost effective way - I.e. if for every $1 spent on making meat alternatives taste better it led to $2 of sales, but $1 spent on marketing led to $1.5 of sales, then it’d be better value to spend on making it taste better.
My issue with this RFP is it presumes the market is failing. My question is where is the proof? It being underfunded by public agencies and private R&D suggests to me either massive vested interest (which may be true for public agencies but less clear why Beyond Meat wouldn’t want more customers if tastier meat alternatives was the best way to do that); or it suggests there is a more efficient method being employed by those with the incentives to find it. Unless you think the meat alternative providers don’t want more customers, or are incompetent (in which case why hasn’t a tastier competitor already appeared).
This whole RFP looks to fix a market failure, which I’m not clear exists. It also tries to do that with $10m, which by their on linked numbers is such a tiny fraction of money spent on tasting research. Unfortunately, this RFP has the hallmarks of a fund that would have to be so amazingly well spent to make a difference that the whole thing seems destined to have little to no impact.
CalebMaresca🔸 @ 2026-06-17T02:39 (+3)
Honestly, I fail to see how this responds to my comment. I will try to explain again.
There are two arguments here. My argument was that a profit-maximizing firm will invest less in improving taste than one that internalizes the externalities of replacing meat with plant-based foods, or whose customers internalize those externalities. Similarly, Apple has an incentive to increase the quality of the iPhone, but its incentive is tempered by cost. It chooses the quality that maximizes profit, not the maximum quality possible. Maybe for every GB of storage they cram into the iPhone, a baby alien is saved from a terrible death on a faraway planet. But if neither Apple nor Apple's customers internalize those externalities, Apple is going to put fewer GB of storage into the iPhone than is socially optimal.
Here is maybe a better example: if we found out that adding extra GBs of storage to iPhones was somehow a massive boon for insect welfare, do we think that Apple would seriously put much effort into maximizing the number of GBs of storage in iPhones? No. Very few people care about insect welfare, and Apple would continue to market iPhones with the same amount of storage as they had previously planned. Even if Apple did care, if its customers didn't, then Apple might struggle to raise enough capital from profit-maximizing investors to reach the socially optimal level of GB of storage. (Ok, Apple would not struggle to raise capital, but Beyond Food might!)
The second argument, and this is the argument directly made in the RFP, is that they plan to fund foundational pre-competitive research questions. This is a well-known market failure in economics. Foundational research is often non-excludable and non-rival. That is, you can't patent it, and my use of it doesn't diminish your ability to use it. In short, a firm doing this research would absorb all of the cost but would not capture all of the benefit. This is why foundational research is often funded by governments and philanthropic organizations.
Maybe there are reasons why these arguments don't work in this case! But I would like to see counterarguments. Simply claiming that incentives are aligned doesn't address either of these arguments.
JamesN @ 2026-06-17T07:58 (+1)
I think the issue is arising from a simple miscommunication.
You seem to be arguing that improving taste has some sort of intrinsic social value in and of itself, that warrants funding. My argument has been, from the start, that if the goal is to maximise uptake of meat alternatives then what is the proof better tasting products is the best method to achieve that and that there is evidence of a market failure there.
Your argument hinges on taste being the value we want here. I reject that as a premise. The value the RFP wants is better uptake of the meat alternatives. And there are big market players that are fundamentally incentivised to solve that (and can raise capital if they prove there will be the returns - I.e. the actual uptake and not just vague “of course if it’s tastier more people will eat it”).
To be as explicit as I can to reply to your argument: your Apple example proves my point above. Your causal chain in that argument is:
More storage -> better insect welfare = win
Apple don’t care about insect welfare (I assume). They care about more users and thus more profit. Thus they aren’t incentivised to solve any part of that causal chain.
This RFPs causal chain is not like that, it’s:
Tastier meat alternatives —> more people eat meat alternatives —> less animal suffering = win
Beyond Meat, even if they don’t care about the end goal (which I assume they probably do), do care about solving the middle part, which is the predictor to the less animal suffering end goal. Given that, if tastier meat was the best way to achieve that, they’d be able to raise capital. If they couldn’t, it’d suggest there wouldn’t be enough uptake from such a move - which means bad value for money and thus either we’ve hit the limit of the number of people who will eat meat alternatives, or it is not an efficient way to increase uptake.
Not to get distracted but to avoid being criticised for not answering your point again: Separately, I also disagree with the foundational research point - in that I think the choice of that is a function of this being philanthropic funds, rather than because it’s solving a market problem such as inability to patent the research or keep it secret. Evidence being: all the food manufacturers who spend money making their food taste better and keep their recipes secret.
CalebMaresca🔸 @ 2026-06-17T12:36 (+1)
There is definitely a miscommunication occurring here. I am not arguing that improving taste has intrinsic social value, nor does my argument hinge on it. Quite the opposite, argument 1 requires an externality beyond taste. To state clearly, my arguments show that there is a market failure that causes the profit-maximizing investment in taste to be lower than the socially optimal investment in taste, where the socially optimal level is higher since higher tastiness would cause increased consumption, which would lower consumption of animal products, which would alleviate animal suffering.
To clarify the example in argument 1, I meant to say every iPhone sold, not every iPhone produced. Note that the causal chain is the same. This is precisely why I chose this example.
More storage -> more people buy iPhones -> better insect welfare = win
Tastier meat alternatives —> more people eat meat alternatives —> less animal suffering = win
The example is not perfect, because tastier meat alternatives only affect animal suffering through the number of meat alternatives sold (and more precisely, the number of animal products displaced), whereas, in the iPhone example, there is the extrinsic margin of increasing the number of iPhones sold, and also the intrinsic margin of increasing the number of GB, conditional on sale. I can see why this would be confusing and make it sound like the taste of the meat alternatives is presumed to be intrinsically good. That was not my intention. I intended to highlight a product with a positive externality, where increasing its value to the customer would also create additional social value.
To that end, let's fix the example. Let's assume that we found out that every iPhone sold was somehow a massive boon for insect welfare. The social value of increasing the number of GB of storage in iPhones would increase upon the news, as increasing the storage capacity would make the iPhone more attractive to consumers, which would increase the number of iPhones sold, which would lead to better insect welfare. Likewise, any increase in the quality of iPhones would have the same effect. Storage was arbitrarily chosen as a metric that people care about, like the taste of food. However, I highly doubt that Apple would do much at all, if anything, to increase the number of iPhones sold upon learning this news regarding insect welfare.
Thus, we can see that the introduction of an externality to the number of iPhones sold led to underprovisioning of iPhone quality-improvement research relative to what is socially optimal (profit-maximizing quality-improvement research remained the same, whereas the socially optimal value increased).
Regarding foundational research, the fact that food manufacturers invest in taste research does not imply a lack of underprovision of foundational research. Pretty much all industries do research. Foundational research is not the same as other kinds of research. Since this market failure is well-known, I don't think it is worth hashing out in detail, though I did explain it briefly above. You could argue that there isn't any foundational research to do in this field, or that it is very intractable, but arguing that a well-known market failure doesn't exist will be difficult.
Fai @ 2026-06-11T12:56 (+3)
But "what does meat taste like, and how do we replicate it?" is much narrower and much more tractable — and a place where we think the field can be far more rigorous than it has been.
I agree these are important questions! I wonder what you think of the idea that maybe we can create tastes that are superior to any meat, perhaps unrecognizable tastes that no humans have tried, that are irresistible?
abhi_kumar @ 2026-06-26T13:21 (+1)
Thanks, Fai - agree that this is interesting, and for those interested in this, I'd recommend looking at the fats section of the technical context note on new flavor active compounds. This isn't exactly what you're suggesting though - but a related idea.
A caveat: Novel flavour compounds can also have off-target effects that we don't entirely understand - so this is an area where it may be worth treading with some caution.
Vasco Grilo🔸 @ 2026-06-10T19:21 (+3)
Hi Abhi. Thanks for sharing.
Are you considering the risk of research on alternative proteins decreasing the welfare of farmed animals by decreasing the population of farmed animals with positive lives? I estimated cage-free layers and slower growth broilers have negative, but close to neutral lives. I am reasonably confident that caged layers and fast growth broilers have negative lives, but very uncertain about other cases. Here is an example of why this may matter in the context of eggs. 64.3 % (= 1 - 0.357) of layers in the European Union (EU) were outside cages in 2025. Funding work on alternative proteins does not have an immediate effect. It could be that it mostly reduces the consumption of eggs in 10 years, when the fraction of cage-free layers will likely be higher, and mortality lower due to improvements from experience. So I can see research on plant-based alternatives to eggs leading to fewer layers in the EU with positive lives.
Michael Goff @ 2026-06-14T10:58 (+2)
I am grateful for this project, and I do believe that developing good alt meats will help. However, some work such as Rethink Priorities' review of the PTC (Price, Taste, Convenience) hypothesis suggests that developing alternatives that win on all three metrics will not have as great an impact as we might hope. I am wondering how you think about this issue.
abhi_kumar @ 2026-06-26T15:28 (+2)
Thanks Michael, this deserves a longer response but a few thoughts on PTC (additional to the discussion in the original post):
- I do agree with Jacob / Rethink's nudge that the alt proteins space needs to explore other theories of change - priorities 3 and to a certain extent 4 in this RFP rely less on this model being true (and more on what it would take for food manufacturers to adjust their formulations away from animal products).
- That said, I think there are perhaps two reasons one might underweight the review slightly:
- Taste is underspecified IMO. The operationalization (to my memory) is mostly blind or informed hedonic tests on finished products. These are useful inputs but arguably underpowered for the question they're being asked to answer, and don't account for population heterogeneity in taste perception. A broader operationalization using analytical chemistry (eg. OAV profiles) suggests current products have made real progress but are nowhere near equivalence to target meats. So "taste-competitive PBM doesn't displace meat" is plausibly too strong a claim, using the evidence on current products.
- On price, I'm less sure cross-price elasticity is the right lens: It's intuitively appealing, and the Rethink paper uses it sensibly, but I haven't found a historical food transition where x-price elasticity estimates were good forward predictors of how consumption shares would change with price changes. Chicken vs beef in the latter half of the 20th century is a plausible example - the x-price elasticity estimates tell a pretty confusing story, even though most people's intuitive read seems to be that chicken at least limited beef's growth. I think this reflects something about how the framework handles novelty and norm shifts at low penetration.
- Ultimately predicting shifts in tastes or technological change over long timescales is hard, and having good-tasting alt meat available seems like a decent bet to have placed under uncertainty.
Michael Goff @ 2026-06-26T15:44 (+1)
Those are all good points, and to be sure, I do expect that the development of non-animal protein that satisfies PTC will reduce meat consumption. By just how much, I agree that we can't predict, as it depends on many other factors. I strongly support the development of good alt-meat.
But I think some other historical analogies are instructive. For example, with aquaculture and wild-catch fishing and with low-carbon energy and fossil fuels, there have been major rebound effects that made these substitutes much less effective as replacements than one might have predicted in advance. I expect a similar thing to happen with alt-meat.
Denis @ 2026-06-13T22:25 (+2)
I love to see this. Based on the Horizon experience in the EU, these kinds of problems are often best tackled by a mixed consortium - maybe a university, a start-up and a multinational - which bring different aspects and questions.
These technical questions are very tractable but very complex. There are universities and industry groups who work on them in other contexts. For example there is a field called tribology which studies the texture of foods in the mouth, and texture is critical to our view of "meatiness" - and very difficult to copy. If it were just taste, we could must mix amino-acids a paste and flavour them, but consumers want not just the taste, but also the mouthfeel, the aroma, the feeling you get when you bite into a steak, and how that changes as you chew it and as it interacts with your saliva. It is hard, but if you get it wrong, people won't say "well, it was a good effort," they'll just say "sorry, but it's not meat!"
Artificial meat/fish/eggs might be the single greatest opportunity for the world. It can prevent so much animal suffering in factory farms. It can prevent so many emissions. It and reduce the land-use and water-use needed to feed us. And it can ultimately give us a low-cost, plentiful, nutritious food supply with no need for antibiotics, which can feed the world.
It's great to see the focus on this.