Qualcomm just placed a strategic bet on the future of privacy-first enterprise AI. The chipmaker's venture arm poured $8 million into SpotDraft, a legal tech startup building contract review tools that run entirely on-device - no cloud required. The Series B extension nearly doubles SpotDraft's valuation to $380 million, up from $190 million just 11 months ago, as regulated industries rush to adopt AI without exposing sensitive documents to external servers.
SpotDraft just landed an $8 million check from Qualcomm Ventures that validates a fundamental shift in how enterprises think about AI deployment. While most companies still route sensitive documents through cloud-based AI models, SpotDraft is betting that regulated industries - especially legal, defense, and pharma - will demand tools that keep contracts and privileged information locked down on local hardware.
The strategic investment, announced as a Series B extension, values the legal tech startup at around $380 million according to TechCrunch. That's nearly double the $190 million post-money valuation SpotDraft commanded after closing its $56 million Series B in February 2025. In less than a year, the company has proven that enterprise buyers will pay for AI that doesn't phone home.
"The future of how enterprise AI is going to be - right now, there's got to be AI that is close to the document, which is privacy critical, latency sensitive, and legally sensitive, and those are the things that will move on device," SpotDraft co-founder and CEO Shashank Bijapur told TechCrunch.
The timing reflects mounting anxiety about GenAI in professional services. Industry research from Deloitte consistently flags data security and privacy as the top barriers to AI adoption in legal and regulated sectors, where contracts often contain intellectual property, pricing strategies, and deal terms that can't legally leave the organization's infrastructure. SpotDraft's answer: run the entire AI workflow locally.
At Qualcomm's Snapdragon Summit 2025, SpotDraft demonstrated its VerifAI tool running end-to-end on Snapdragon X Elite-powered laptops. The demo showed contract review, risk scoring, and automated redlining executing completely offline - the document never touches an external server. Internet connectivity is still required for login, licensing, and collaboration features, but the core AI analysis happens on the device.
"VerifAI will compare a contract against your guidelines, your playbooks, your prior policies," co-founder and CTO Madhav Bhagat explained to TechCrunch. The tool plugs directly into Microsoft Word, applying legal playbooks and compliance checks the way in-house counsel already work - no new interface to learn.
The performance gap between on-device and cloud AI has collapsed faster than expected. Bhagat said fine-tuned on-device models now show "as little as 5% difference" from frontier cloud models in evaluation metrics, while inference speeds on newer chips reach "one-third of what we get in the cloud." That convergence is making local deployment viable for enterprise buyers who previously assumed cloud was the only option for state-of-the-art AI.
Bijapur sees the strongest demand coming from defense contractors and pharmaceutical companies, where internal security reviews and data residency requirements can outright block cloud-based AI tools. "The demand for on-device AI is emerging most clearly in tightly regulated sectors," he told TechCrunch.
The customer metrics back up the hype. Since launching in 2017, SpotDraft has grown to more than 700 customers - up from around 400 in February 2025 - including Apollo.io, Panasonic, Zeplin, and Whatfix. The platform now processes over 1 million contracts annually, with contract volumes surging 173% year-over-year and nearly 50,000 monthly active users. SpotDraft expects 100% revenue growth in 2026, following 169% growth in 2024 and a similar clip in 2025, though the company didn't disclose actual revenue figures.
The fresh capital will fund deeper AI capabilities and expansion across the Americas, EMEA, and India. But Qualcomm's involvement goes beyond the check - Bijapur said the partnership includes joint development and go-to-market efforts to push on-device deployments as compatible AI PC hardware reaches more enterprise buyers. Right now, VerifAI's local workflow is available to a limited customer set, but SpotDraft expects broader rollout as Snapdragon-powered laptops and AI PCs proliferate in corporate fleets.
The 300-person team operates out of Bengaluru and New York, with 15-20 employees in the U.S. and four to five in the UK. COO Akshay Verma runs the U.S. operations, while the bulk of engineering and product development remains in India.
SpotDraft has now raised $92 million total, including the latest Qualcomm Ventures round. Earlier backers include Vertex Growth Singapore, Trident Growth Partners, Xeed VC, Arkam Ventures, and Prosus Ventures - a roster that reflects both enterprise software conviction and geographic diversification across Asia and Europe.
Qualcomm's bet on SpotDraft signals that on-device AI isn't just a privacy checkbox - it's becoming table stakes for regulated industries where cloud-based tools can't pass legal or security review. As performance gaps close and AI PCs proliferate, expect more enterprise vendors to follow SpotDraft's lead and build intelligence that stays local. For legal teams drowning in contract volumes and compliance risk, that shift can't come fast enough. The real test now is whether SpotDraft can scale its hardware partnerships and customer deployments before competitors rush into the same gap.
