Synthetic Sciences

Synthetic Sciences

Synthetic Sciences is Claude Code for Science

Winter 2026ActiveB2BEngineering, Product and DesignDeveloper ToolsReinforcement LearningWorkflow Automation
We’re building the infrastructure for a future AI co-scientist, starting with computational research domains. Our thesis is that capable AI scientists require two things built in tandem: (1) a human-centric product suite that generates high-quality process data, and (2) the research infrastructure to turn that data into increasingly autonomous systems. We’re creating the product and training infrastructure needed for research agents that can execute the full scientific loop. Synthetic Sciences Web is our platform where scientists delegate complex research tasks to swarms of AI co-scientists across reading → hypotheses → methods → experimentation → results → drafting, even while they sleep. In parallel, we develop RL environments and process-based training data for LLMs, starting with agentic coding environments for ML research workflows.

Verdict

High Signal
Market Opportunity
AI for scientific research is a legitimate multi-billion dollar market with clear ICP (research labs, pharma, biotech, academic institutions). The 'AI co-scientist' framing aligns with real enterprise demand, and the dual-product strategy (platform + training data) shows awareness of the full value chain. Monetization path is plausible through SaaS subscriptions to research teams.
Medium Signal
Founder Signal
Both founders are exceptionally talented teenagers (~17-18 years old) but are functionally pre-professional. Aayam has a 5-figure exit (aisock), NeurIPS/ICML workshop papers, and MIT CSAIL research internship — impressive for his age but limited real-world execution depth. Ishaan is USACO Platinum and IOAI 2025 honorable mention, with CMU and MIT CSAIL research stints, but no work history beyond academia and a 2-month developer role. Neither has shipped production software at scale or led a company through meaningful revenue milestones.
Low Signal
Competition
The space is crowded with well-funded competitors: Elicit, Consensus, Semantic Scholar, and increasingly OpenAI/Anthropic building research-oriented tools directly. Google DeepMind's AI co-scientist work is well-publicized. Positioning as 'Claude Code for Science' directly invites comparison to Anthropic, which could build this natively. No clear proprietary moat or differentiation is articulated beyond the dual-flywheel thesis.
Low Signal
Product
The website exists and describes an ambitious platform for AI co-scientists, but there are no named customer logos, revenue metrics, testimonials, or live demo evidence. The product description is largely aspirational ('swarms of AI co-scientists'), and no press coverage or usage data was found. 'Claude Code for Science' is a catchy tagline but there's no evidence of what's actually shipped.
OverallC Tier

Two extraordinarily talented teenagers who have accomplished more than most people twice their age — but this is still a pre-revenue, pre-product company built by founders with no meaningful professional track record. The $1.4M raise from credible investors (Charlie Songhurst, a16z Scout, Z Fellows) signals real pedigree recognition, but also reflects bet-on-the-person investing rather than traction. The market is real and large, but the competitive dynamics are brutal — Anthropic, OpenAI, and Google are all moving directly into AI for science. The 'generate training data via product' flywheel thesis is intellectually interesting but requires substantial scale to become defensible. Watch this in 2-3 years when the founders have more reps; right now it's a high-ceiling science project.

Active Founders

Aayam Bansal
Aayam Bansal
Founder

Built COVID-19 helpline infrastructure for Indian govt serving 50k+ people at its peak Patented (US, SG, IND) and Sold Orthopaedic AISock for 5-figures at 17 Published at NeurIPS, ICML, ICLR, AAAI, CVPR & other A* conference workshops Prev: aisock (Acq.), Z-Fellows, Emergent Ventures

Ishaan Gangwani
Ishaan Gangwani
Founder

International Olympiad in Artificial Intelligence 2025 (HM). USACO Platinum division (top 0.01% of competitive programmers globally). Prev: IOAI '25; Z-Fellows; Emergent Ventures

Synthetic Sciences
Synthetic Sciences
TierC Tier
BatchWinter 2026
Team Size2
StatusActive