
From Intent to Purchase Backed by @Betaworks
New York, NY
Joined June 2024
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A glimpse of what Ophelia API can do across an @OpenTable reservation request in a headless false setup.
It’s the same execution everywhere.
Travel (@bookingcom), tickets (@Ticketmaster), fitness, transportation (@Uber, @lyft), and other experience + service supply.
Ophelia retweeted
Simon is a goat.
But you can admire someone without agreeing with every conclusion.
I think reducing agentic commerce to cards, wallets, or new payment rails misses the bigger problem, and is a huge mistake.
Payment is one part of a transaction. It doesn’t solve how an LLM figures out what someone wants, decides where to get it, navigates the business, and actually completes the purchase.
So it’s neither inference or only execution, not even solely wallets or only cards.
I also don’t love the question “how do agents pay?” It assumes the payment relationship has to change just because the interface does.
Interfaces vary - and most will die.
The end customer is still a person. Their card, account, and authorization don’t suddenly disappear bc “software” or an agent is doing the work.
Look at what Meta’s Muse and Grok are doing with shopping. They’re asking users for their existing payment credentials.
That’s telling.
We’re already seeing that the customer doesn’t necessarily need a new wallet or a new financial instrument. The hard part is everything the agent has to do before and around the transaction.
And bolting on a separate wallet, payment rail, identity layer, routing, access API, and agent framework for every new use case sounds like a pretty messy way to build this.
I myself am even getting overwhelmed.
I can already tell most are making the mistake of taking infrastructure designed around human-driven behavior and systems, then assuming “agents” will simply “slot” into it.
Bubble behavior. And the even bigger mistake is assuming agentic commerce has to fit into the categories we already know.
We’re still figuring out what this market becomes. I’d be careful about deciding what it looks like before we’ve built it.
It assumes the future will look like the present, just with agents added.
I wouldn’t be so quick to put it in any box, yet.
Even more importantly, I love Simon and have nothing but respect for his opinions and views.
Let the Gods decide 😂
Ophelia retweeted
Amex knows.
Very excited to collaborate with the @AmericanExpress team and work on AI consumer experiences!!
We’re spending time on how to turn user intent into a great experience consumer, focused on helping platforms understand what users actually want, act on that intent, and keep the transaction in-app.
Built a way that feels native, empowering developers to innovate and users to authorize.
Excited to keep building together.
Grateful for the time, ideas, and conversation. Thank you @betaworks for letting us take over the legendary Fridenza :)
Ophelia retweeted
Very excited to collaborate with the @AmericanExpress team and work on AI consumer experiences!!
We’re spending time on how to turn user intent into a great experience consumer, focused on helping platforms understand what users actually want, act on that intent, and keep the transaction in-app.
Built a way that feels native, empowering developers to innovate and users to authorize.
Excited to keep building together.
Grateful for the time, ideas, and conversation. Thank you @betaworks for letting us take over the legendary Fridenza :)
Ophelia retweeted
a real-world request is almost never: “execute API call X.”
it's: “handle this for me.”
when an agent's understanding of systems gets better at directing future actions from actual behavior -->
autonomous products can become more than a smarter chatbot.
developers want infrastructure for turning open-ended human intent into authorized decisions and completed actions.
tools that create magic.
99% of the time - the smartest most talented ones are actually picky about what becomes part of their stack.
they don't want to build their company around whatever AI abstraction happens to be popular this month.
they choose the infrastructure that gives them more control, not another layer between them and their product.
that's why they choose us.
Ophelia retweeted
The obvious bets are:
1 / Models get smarter.
2 / Agents get more capable.
3 / Businesses expose more APIs.
We're betting that none of those solves the problem of deciding what should happen on behalf of a person.
The mistake is assuming the internet will be rebuilt for agents.
1 / Amazon will make Amazon agentic
2 / Shopify will make Shopify agentic
Every major platform will build its own agent interface.
But the more interesting question is there are millions of businesses that will never build an API for every model, agent, device and platform that wants to interact with them.
Someone has to bridge that gap.
Our bet is that the internet doesn't get rebuilt for agents, rather agents learn to operate on the internet that already exists.
Everyone assumes the future of software will be built inside the largest platforms.
We think the opposite: the most valuable economic activity will eventually happen across a long tail of businesses that no single platform controls.
Ophelia retweeted
websites are its own interface
which is why browser-use is not the solution.
intent should be actionable for agents.
The mistake is assuming the internet will be rebuilt for agents.
1 / Amazon will make Amazon agentic
2 / Shopify will make Shopify agentic
Every major platform will build its own agent interface.
But the more interesting question is there are millions of businesses that will never build an API for every model, agent, device and platform that wants to interact with them.
Someone has to bridge that gap.
Our bet is that the internet doesn't get rebuilt for agents, rather agents learn to operate on the internet that already exists.
Everyone assumes the future of software will be built inside the largest platforms.
We think the opposite: the most valuable economic activity will eventually happen across a long tail of businesses that no single platform controls.
The mistake is assuming the internet will be rebuilt for agents.
1 / Amazon will make Amazon agentic
2 / Shopify will make Shopify agentic
Every major platform will build its own agent interface.
But the more interesting question is there are millions of businesses that will never build an API for every model, agent, device and platform that wants to interact with them.
Someone has to bridge that gap.
Our bet is that the internet doesn't get rebuilt for agents, rather agents learn to operate on the internet that already exists.
Everyone assumes the future of software will be built inside the largest platforms.
We think the opposite: the most valuable economic activity will eventually happen across a long tail of businesses that no single platform controls.
Ophelia retweeted
This is what it looks like to “think”. Rather than build on top of yesterday’s ideas, why not start with first principles in light of new technology?
Connectors feel like the obvious way to make the internet agentic.
I think they’re a dead end.
The internet won because you could go anywhere without asking the destination to integrate with your browser first.
Agents should work the same way.
If every service needs its own connector, you haven’t democratized access, you’ve created a toll booth in front of every website.
The internet doesn’t need to become API-native for agents to use it. And merchants shouldn’t have to change anything for software to transact with them.
Ophelia retweeted
Connectors feel like the obvious way to make the internet agentic.
I think they’re a dead end.
The internet won because you could go anywhere without asking the destination to integrate with your browser first.
Agents should work the same way.
If every service needs its own connector, you haven’t democratized access, you’ve created a toll booth in front of every website.
The internet doesn’t need to become API-native for agents to use it. And merchants shouldn’t have to change anything for software to transact with them.
Meta's Muse is getting shopping carts powered by connectors. Instacart is going to be first. There is a long list of retailers including Walmart that said theirs are coming soon, too.
This is different from ChatGPT/Claude plugins. Those render the plugin's visual output as an in-chat mini app. Instacart's connector on Muse will only handle data exchange - Muse will render the shopping cart and other UI using Muse-native widgets. (screenshot from the connector's docs)
Ophelia retweeted
yup.
seems like most teams are working on making models smarter or products more capable.
but our team @opheliaapi is more interested in: what happens to the transaction stack once software actually understands what you want?
a lot of what we call infrastructure today exists because a human has to carry intent through a bunch of intermediate steps.
i think the more interesting part about agents is that they use infrastructure that by effect makes a lot these feature companies and vaults unnecessary.
(in our case real-time rails and improvement decision-making)
thus if intent can move directly into action, a lot of the stack and need to route disappears.
i’ll be curious to see bow much of today’s transaction stack exists once agents don’t need it…
ps. @betaworks might have to poach your favorite VC with all this technical support 😁
Replying to @BoBrainerd
Are you tackling this with @opheliaapi? Very interest commercial agentic intent
Ophelia retweeted
If you focus on intent —> payment, payment methods, cards, browsers, servers, type of model, none of it matters.
100% successful outcomes are possible when the model can learn in real-time from intent
Ophelia retweeted
is your api infra propagating intent to every merchant accepting transactions and every issuer authorizing transactions? is your api infra deciding who takes the liability?
yall are doing amazing work (check out @opheliaapi!) but the core misalignment problem is so massive one product isn’t going to fix it!
Replying to @vigstar1 @BoBrainerd
it's api infra to direct models on how to complete successful transactions. hence the "intent to purchase".
API doesn't solve intent, authorization, transaction integrity, or merchant-side fulfillment. completely different than api for agents lol
Ophelia retweeted
Here's my issue with most agentic products right now:
Everyone is racing to give agents access: virtual cards, API credentials, prepaid balances, tokens, proxies.
But I think we're getting ahead of ourselves.
I'm noticing many teams spending a lot of time figuring out how agents get into existing systems, without really addressing what happens once they're there.
I'm not convinced the problem is simply how an agent "pays" or checks out.
I think the harder question is how an LLM understands what a person actually asked it to do (intent), what the underlying system permits it to do (execution), and whether those two things are even the same (benchmark + auditing).
It reminds me a lot of the early EDI days with Amazon and the supply chain in the 90s. Getting different systems connected was one problem, but getting them to actually understand and coordinate with one another is an entirely different one.
A few things worth noticing:
1 / payment can clear and still be the wrong purchase
2 / credential can be valid and the transaction can still be wrong
3 / access doesn't equal authorization + authorization doesn't equal intent
I don't think a card or another API wrapper gets us much closer to solving this.
What concerns me is that we're approaching a systemic problem through a collection of isolated solutions.
You have to understand the entire transaction lifecycle: the consumer, the merchant, the financial rails, permissions, exceptions, failure modes, and what happens when something inevitably goes wrong.
This is also why our team has been spending so much time on the underlying financial infrastructure, particularly for the next generation of consumer products that will increasingly act on behalf of people.
There's a broader point here about engineering that I think gets lost in all the excitement around AI.
It's never been easier to generate software, except I don't think that means we've made engineering any less difficult.
If you've actually spent time architecting and maintaining software, you know how quickly seemingly insignificant decisions compound.
A shortcut in one layer becomes a problem somewhere else, an abstraction that works in a demo becomes a constraint in production.
Eventually, someone has to understand the whole thing well enough to fix it.
The engineers I respect use AI to move faster, audit their work, test assumptions, and challenge their own thinking. But they aren't outsourcing their understanding of the system to a model.
You can use AI to get there faster, you cannot throw tokens at your way into great architecture.
Infrastructure is one of the few areas of technology where the underlying engineering still has to be deliberate, considered, and built to last.
I think that's going to become increasingly obvious as this category matures.
Great products are built on great infrastructure.
Great products are built on great infrastructure.
Software is becoming easier to create. The systems required to make it reliable, authorized, and accountable are becoming more important than ever.
Ophelia gives teams and products control over how agents discover, authorize, and complete transactions across merchants.
For the architects and engineers building systems meant to last:
1/ Integrate Ophelia → ophelia.com/docs
2/ Configure your integration → dashboardopheliaos.com/auth
3/ Ship.
Engineers who architect deserve a better foundation. The infrastructure for a more capable internet.
Ophelia retweeted
- 2 security breaches
- sending unwarranted messages based on data users were unaware of granting access to
- 30% take rate on transactions when I couldn’t even successfully order anything related to retail
this “merchant” data seems more just like “user” data. did we not learn from @Meta’s 25B payout for lies over user privacy?
I agree with this take. Businesses are coming to us directly to learn how they can reorient their application or website to be useful to this new type of distribution.
When they do, they see higher transaction volumes, higher retention due to the user’s learned preferences in Instinct’s memory, and distribution advantages over their competitors who are unable to move quickly or think creatively.
We only announce a subset of our partnerships. Here’s how the rest of the businesses are opening up and rebuilding towards Instinct traffic:
- Whitelisting our IPs for computer use access.
- Giving Instinct access to private APIs that aren’t available anywhere on the internet.
Oftentimes, Instinct needs to abide by an “acceptable use” policy, which prevents Instinct from abusing the underlying service. This is ok and preferred. We know from the data that consumers prefer to use Instinct over clicking on websites or applications. However, the underlying business shouldn’t be abused beyond what’s necessary or what the user needs. For example, Instinct shouldn’t be able to book every restaurant in America and cancel all of them but one on the night of the dinner. This would be extremely disruptive to every small restaurant in America. However, Instinct should be able to scan 1000s of restaurants in one wide sweep to find the best fit for the user’s night. Instinct should always be aligned with what’s best for its user.
As we move from the old interactive internet of apps and websites to the new internet of agents who own outcomes for users, it’s important for us to build responsibly and on a ground of trust between the user, Instinct, and the brands that we all love today. It has been very interesting to see how all of this is playing out.
Ophelia retweeted
Intent will swallow the entire stack of execution.
Swallow agent merchant access, swallow cards, swallow all of it.
He is right.
with all due respect, that is not what agents need.
agents need a way to RELIABLY EXECUTE ON HUMAN INTENT.
i’m bearish on all companies that are giving agents human identifiers. they all seem to think the pain point is that agents are being blocked by all these institutions, websites and merchants, so they make it easier for agents to bypass them.
but we need to think why this is happening!
every one of those blocks exists because a human identifier in the wrong hands is the oldest fraud vector there is:
- the FTC logged $15.9B in reported fraud losses in 2025, up 24% YoY
- identity theft reports hit 1.36M and credit card identity theft alone was up 33%
- javelin puts identity fraud losses at $27.2B
- the FBI flagged account takeover as a rising vector, with $893M in losses already tied to AI
step-up auth, device checks, bot detection. institutions spent decades building these to answer one question: is this really the person who owns this identity?
handing an agent your card number, your login or your SSN doesn't answer that question. it makes the agent indistinguishable from the fraudster.
Ophelia retweeted
Funny, I was telling an investor the other day @opheliaapi is like @Google in the early days. It just works better than anything else on the market. It’s that simple, and that difficult, to achieve.
big things are happening @Google
very surreal being at HQ.
seems like we’re all racing the clock to unlock the newest and faster capabilities.
but maybe the real advantage is just to stay reliable. steady can actually win the race?
Ophelia retweeted
you can now text an agent "purchase the items in my @amazon cart now, and add a pair of @UGG boots" and it just…completes the request!
proud to bring @opheliaapi to every agent on @onkeiki. restaurants, flights, hotels, tickets, retail, grocery shopping. takes a few minutes to set up. builders, go cook. intent is the new interface.🦾😤
Before:
- Build an agentGet it a text line
- Wire up 30+ third party merchant APIs
- Wait 18 months for B2B partnership
Wait patiently…Wait impatiently...
After:
- Set up an agent on @onkeikiPlug with @opheliaapiIt integration
- Purchase and book across any website, URL, any merchant including @Amazon @Sephora @Walmart @lululemon and many more favorites!
Build fast, build strong, build reliably, and setting up takes seconds: onkeiki.com/signup
Before:
- Build an agentGet it a text line
- Wire up 30+ third party merchant APIs
- Wait 18 months for B2B partnership
Wait patiently…Wait impatiently...
After:
- Set up an agent on @onkeikiPlug with @opheliaapiIt integration
- Purchase and book across any website, URL, any merchant including @Amazon @Sephora @Walmart @lululemon and many more favorites!
Build fast, build strong, build reliably, and setting up takes seconds: onkeiki.com/signup
Ophelia retweeted
Introducing @onkeiki × @opheliaapi
Your agent doesn’t just answer anymore. It books.

























