As demand grows for coaching and refining AI fashions, Deccan AI — a startup supplying post-training knowledge and analysis work — has raised $25 million in its first main funding spherical, with a lot of that work carried out by an India-based workforce of specialists.
The all-equity Collection A spherical was led by A91 Companions, with participation from Susquehanna Worldwide Group and Prosus Ventures.
Whereas frontier AI labs together with OpenAI and Anthropic construct core fashions in-house, a lot of the post-training work — from knowledge era to analysis and reinforcement studying — is more and more being outsourced as firms push to make programs dependable in real-world use. Deccan is rising as one in every of a brand new set of startups serving that demand.
Based in October 2024, Deccan offers companies starting from serving to fashions enhance coding and agent capabilities to coaching programs to work together with exterior instruments reminiscent of utility programming interfaces (APIs), which join AI fashions to software program programs.
The startup works with frontier labs on duties reminiscent of producing knowledgeable suggestions, working evaluations and constructing reinforcement studying environments, whereas additionally serving enterprises via merchandise together with its analysis suite, Helix, and an operations automation platform. The work can be evolving as fashions transfer past textual content into so-called “world fashions” that higher perceive bodily environments, together with robotics and imaginative and prescient programs.
Deccan’s prospects embody Google DeepMind and Snowflake, in keeping with the corporate. It has onboarded about 10 prospects and runs a few dozen energetic tasks at any given time, founder Rukesh Reddy (pictured above) stated in an interview.
The startup, headquartered within the San Francisco Bay Space with a big operations staff in Hyderabad, employs about 125 folks and depends on a community of greater than 1 million contributors, together with college students, area specialists, and PhDs. Round 5,000 to 10,000 contributors are energetic in a typical month, Reddy instructed Trendster.
Techcrunch occasion
San Francisco, CA
|
October 13-15, 2026
About 10% of Deccan’s contributor base has superior levels reminiscent of grasp’s and PhDs, although the share is larger amongst energetic contributors relying on undertaking necessities, Reddy stated.
The marketplace for AI coaching companies has expanded quickly alongside the rise of enormous language fashions, with firms reminiscent of Meta-owned Scale AI and its rival Surge AI, in addition to startups Turing and Mercor competing to supply knowledge labeling, analysis, and reinforcement studying companies.
“High quality stays an unsolved drawback,” Reddy stated, including that tolerance for errors in post-training is “near zero” as errors can immediately have an effect on mannequin efficiency in manufacturing. That makes post-training extra advanced than earlier levels, requiring extremely correct, domain-specific knowledge that’s more durable to scale.
The work can be extremely time-sensitive, he stated, with AI labs generally requiring massive volumes of high-quality knowledge inside days, making it tough to steadiness velocity with accuracy.
The sector has confronted criticism over working circumstances and pay, with massive swimming pools of gig employees typically used to generate coaching knowledge. Reddy stated earnings on Deccan’s platform vary from about $10 to $700 per hour, with prime contributors incomes as much as $7,000 a month.
India emerges as a hub for AI coaching expertise
Whilst its prospects are largely U.S.-based AI labs, most of Deccan’s contributors are based mostly in India. Rivals reminiscent of Turing and Mercor additionally supply contractors from the nation, however function throughout a broader set of rising markets.
Deccan selected to pay attention a lot of its workforce in India to higher handle high quality, Reddy stated. “A lot of our rivals go to 100-plus nations to seek out the specialists,” he stated. “In case you have operations in only one nation, it turns into far simpler to take care of high quality.”
That strategy highlights India’s present place within the world AI worth chain — as a provider of expertise and coaching knowledge slightly than a developer of frontier fashions, which stay concentrated amongst a handful of U.S. firms and some gamers in China.
Nevertheless, Reddy stated Deccan has begun sourcing expertise from just a few different markets, together with the U.S., for area of interest experience in geospatial knowledge and semiconductor design.
Reddy stated Deccan was constructed as a “born GenAI” firm, in distinction to conventional knowledge labeling corporations that started with laptop imaginative and prescient duties. This implies it has targeted on higher-skill work from the outset.
Deccan grew 10x over the previous 12 months and is now at a double-digit million-dollar income run fee, Reddy stated, declining to share specifics. About 80% of its income comes from its prime 5 prospects, reflecting the concentrated nature of the frontier AI market, he added.
