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TechnologyNews

From Demo to Deployment: How Echidna AI Foundry Boosts AI Startup Survival

By Admin
Last updated: August 29, 2025
4 Min Read
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Echidna AI Foundry

While Silicon Valley debates the next ChatGPT breakthrough, Manas Bhasin and Aditya Singhal are quietly keeping the AI economy running—processing over 1 million AI operations every single day for 50+ startups who’d collapse without them

Contents
The Real Problem No One Talks AboutThe Stories That MatterPerfect Timing for an Unsexy Business

Bengaluru, India – August 26, 2025 – Here’s the story that won’t make TechCrunch’s front page, but it absolutely should.

While everyone obsesses over the latest AI model that can write Shakespeare or solve calculus, two 22-year-old founders in India are solving the problem that keeps AI startup CEOs awake at 3 AM: how to make their brilliant algorithms actually work for real customers without going bankrupt.

Meet the invisible power brokers of the AI boom. Manas Bhasin and Aditya Singhal run Metabees, and their platform Echidna AI Foundry has become the secret weapon separating AI companies that ship from those that perpetually demo.

They’re processing over 1 million AI operations daily across 50+ startups—the mundane, crucial, money-making operations that happen every time someone uses AI and expects it to work.

Here’s the kicker: In an industry where 70% of AI projects never make it from demo to deployment, Echidna AI Foundry boasts a 94% success rate. That’s not just impressive—in enterprise software, it’s practically supernatural.

The Real Problem No One Talks About

“Everyone’s building for the AI companies that get TechCrunch covers,” says Manas, leaning back in their Bengaluru office. “We’re building for the other 95%—the ones trying to ship fraud detection that doesn’t crash, diagnostic AI that passes FDA approval, or recommendation engines that scale without eating their budget alive.”

Both founders lived this nightmare in previous ventures. That shared trauma became the foundation for what they’re building now—infrastructure so reliable that their clients achieve 73% faster deployment and 68% lower operational costs, with 89% renewal rates and 60% referral-driven growth.

The Stories That Matter

 Take the fintech startup burning 65% of engineering bandwidth just keeping their fraud detection

AI alive. After Echidna AI Foundry: same team, 10x transaction volume, 23% better accuracy.

“We track ‘engineering efficiency’—how much time startups spend on core innovation versus operational overhead,” Manas explains, pulling up client dashboards. “Before us: 35%. After: 78%. When you multiply that advantage over months, these companies iterate twice as fast as competitors.”

The multiplier effect is staggering. Each client serves thousands of customers, meaning

Metabees indirectly powers AI experiences for nearly 10 million end-users globally. When they optimize a fraud system, millions get better financial security. When they stabilize diagnostic AI, thousands get better healthcare.

Perfect Timing for an Unsexy Business

While AI funding hit $25 billion in 2024, the party’s getting more selective. Investors now ask hard questions about unit economics and operational scalability. The winners won’t have the fanciest algorithms—they’ll have the most reliable operations.

“There’s this massive shift happening,” notes Aditya, who handles business with systematic precision. “Two years ago, ‘GPT’ in your pitch got you funded. Now investors want proof of sustainable competitive advantages. Operational excellence is becoming the differentiator.”

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TAGGED:AI demo to deploymentAI startup growthEchidna AI Foundrystartup growth India
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ByAdmin
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Shanky Tanky shares tech news, app insights, and digital updates. His articles on UP Chronicle make technology easy to understand.
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