# Symbolica

> Category-theory and type-theory AI research company building structured symbolic-neural reasoning and its Agentica agent framework.

## Why it is interesting

A financed alternative to brute-force scaling of transformer models, not a diffusion or Next-Concept Modeling company. Its current Agentica product provides an observable commercial direction beyond 2024 lab research.

## Profile

- **Latest funding:** Series A (Reuters-reported) — $31M; VentureBeat calls $33M cumulative including prior seed (April 9, 2024)
- **Latest known valuation:** Not publicly disclosed
- **Total disclosed equity funding:** $31M
- **Stage:** series-a
- **Status:** private
- **Industries:** N/A
- **Coverage:** full
- **Last updated:** 2026-11-13
- **Latest funding investors:** Khosla Ventures, General Catalyst, Abstract Ventures, Buckley Ventures, Day One Ventures

## Key facts

- Reuters reported $31M Series A led by Khosla Ventures, April 9, 2024
- VentureBeat reported $33M total funding (seed plus Series A), not an additional round
- Agentica beta launched March 2026; distinct from foundational NCM research

## Funding history

- Series A (Reuters-reported) · $31M; VentureBeat calls $33M cumulative including prior seed · April 9, 2024
  Source: https://www.marketscreener.com/quote/stock/MICROSOFT-CORPORATION-4835/news/Symbolica-raises-31-mln-to-develop-AI-systems-to-compete-with-OpenAI-46396519/

**By:** [Venture Capital Tracker](https://venturecapitaltracker.com/editorial-policy)
**Last updated:** November 13, 2026

**Editorial note:** AI tools assisted with research, structure, or drafting. Venture Capital Tracker retains human editorial responsibility for factual accuracy, relevance, and source quality before publication.

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Source: https://venturecapitaltracker.com/startup/symbolica