Karine Malata
Co-Founder & CEO, Variance. On 1 show, 1 appearance. The Shows tab opens the full record on each.
founderexecutiveengineer@karinemellata ↗LinkedIn ↗variance.com ↗
Karine Mellata is the co-founder and CEO of Variance, building AI agents to automate risk, fraud detection, and compliance investigations for major enterprises. Prior to founding Variance, she engineered machine learning and risk systems to combat platform abuse at Apple and Discord.
1shows
1appearances
13statements
2resolved
2supported
0contradicted
100%fully supported
Everything Karine Malata said on any show that made the record, most notable first. Each card names its show and opens the statement there.
Mellata: AI Agents Eliminate the Need for Specialized Fraud Classifiers
“You don't need a classifier anymore because AI agents are able to read a set of standard operating procedure and reason over an image or reason over sort of unstructured data and know that this is possibly chargeback fraud. You don't need a specialized classif…”
Mellata: Variance's non-technical CSM ships features autonomously with Cursor
“Our customer success manager, who's entirely non-technical, but interfaces with enterprise customers on a day-to-day basis, now gets to take on feature requests, especially the simple ones, directly give them to Cursor, a Cursor agent, and then directly be abl…”
Mellata: Variance detected state-sponsored election fraud for a Fortune 500 client
“And throughout the elections, because our AI agents had access to the context of entities in relation to other entities, so How does this user fit into all of the other users that we're looking at? We were able to detect really complex fraud rings of especiall…”
Mellata: Variance's five engineers output software equivalent to 25 people
“I would say we're five, but I think in terms of software output, we're probably closer to a 25 people team.”
Mellata: Variance Reviews GoFundMe Fundraisers and Fortune 50 Seller Verifications
“We've been working with GoFundMe, for instance, to review all of their fundraisers at scale, some Fortune 50 for verifying all of their sellers and complex UBO verifications, and today coming out of stealth.”
Mellata: GoFundMe uses Variance AI agents for fraud and sanctions compliance
“So Variance is used to verify, for instance, if a fundraiser is going to be built for A military operation, for instance, or if you're building a fundraiser for a crisis that you were not part of, which would be fraudulent, well, GoFundMe sort of has the respo…”
Mellata: Automating KYC and KYB Requires Only Three Core Building Blocks
“There's really only three building blocks that you need. So you have the compliance documents, the standard operating procedure, so what the company deems As necessary to verify at the onboarding level or at any other parts of the life cycle of that entity. On…”
Mellata: Variance agents can scrape legacy human review UIs via browser
“So at the moment, the way to integrate with variants can be reverse ETL, API, but very recently we've been awarded this third way, which is spinning up a browser, opening up a really old review tool that was built for a human, pulling that data, and then reaso…”
Mellata: AI agent triage leaves a complex 1% requiring investigative dashboards
“What we found out is that because AI agents are able to take on the simplest part of the workflow, so they're able to triage 99% of cases, that one percent is usually going to be the most complex cases that need to be reviewed by a human, and you need a really…”
Mellata: Variance operates with 12 total employees and five software engineers
“So we're 12 we have five software engineers, so we've been, we've remained very, very lean.”
Mellata: IAC was Variance's first enterprise customer
“Our first customer was a company called IAC. They're a publicly traded company.”
Mellata: OpenAI model upgrades cut Variance's pilot costs tenfold
“As we were running this pilot for this first customer, sort of OpenAI was coming out with new models in the middle of the pilot, which was changing, one, our cost structure by a 10 x factor, but also was changing our performance quite a lot.”
One line per show, most statements first. The link opens Karine's full record on that show: the calibration, argument clarity, speaking style and every statement made there.
| Show | Role there | Eps | Statements | Record | |
|---|---|---|---|---|---|
 Y COMBINATORLEDGER | Co-Founder & CEO, Variance | 1 | 13 | 100% 2/2 | full record on the Y Combinator Startup Podcast → |