Symbolica AI
- Company typePrivate
- Founded2022
- HeadquartersPalo Alto, United States
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
Symbolica AI firmographics
Firmographics- Name
- Symbolica AI
- Legal name
- Symbolica AI, Inc.
- Website
- https://symbolica.ai
- Company type
- Private
- Founded year
- 2022
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Ownership category
- akta.pro rank
Symbolica AI industry classification
Industry- Product category
- AI Agent Development Platform
- NAICS
- Software Publishers (5132), Software Publishers (513210), Software Publishers (51321)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370)
- akta.pro primary industry
- Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent) (HDAAACAF)
- akta.pro secondary industries
- AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ), Developer Tooling & SDK Platforms (BPAMAOAD), Secure Model Deployment & Runtime Protection (sandboxing, isolation) (HDAAAKAH)
Keywords
Where Symbolica AI is headquartered
LocationHeadquarters
- HQ city
- Palo Alto
- HQ country
- United States
- HQ region
- North America
Offices2 records
Markets served
Symbolica AI business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Infrastructure, Operations, Marketing or Sales
Revenue model
- Platform Fee (5% on Inference): Symbolica charges a 5% fee on top of underlying inference costs. Underlying model costs determined by OpenRouter or other inference providers.
- Credits System: Prepaid service credits purchased at displayed prices. Subscriptions grant monthly credit allocations. Credits expire 12 months after application.
- Enterprise Platform Services: Enterprise-scale infrastructure including security, sandboxing, hosting, management, and observability for agentic workloads.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Pay-as-you-go | Free trial with promotional credits |
| Subscription | Monthly | Paid subscription with monthly credit allocation |
| Subscription | Monthly | Enterprise platform services |
Go-to-market motion3 records
Distribution channels3 records
Marketing channels6 records
Symbolica AI product offering
Product offeringCore offering
Symbolica AI builds a type-safe agent framework and hosted platform called Agentica that lets developers build, deploy, and manage long-running AI agents which reason by executing arbitrary code in a persistent Python/TypeScript REPL sandbox. The open-source Agentica SDK (Python and TypeScript, MIT licensed) is the core developer framework, while the hosted Agentica Platform and underlying Symbolica Platform provide enterprise-scale infrastructure with WASM/microVM sandboxing, security, and observability for production agentic workloads.
Product overview
Symbolica AI offers a unified product portfolio centered on Agentica, a platform for building long-running autonomous agents that reason via arbitrary code execution in a persistent Python/TypeScript REPL. The ecosystem consists of the open-source Agentica SDK (Python and TypeScript, MIT licensed) as the core developer framework, the Agentica Platform (hosted) providing enterprise-scale infrastructure with WASM/microVM sandboxing and observability, and the Symbolica Platform layer that handles billing at 5% above inference costs. Key sub-capabilities include Agentic Functions (@agentic decorator), named Agents (spawn()), Runtime as Context (persistent REPL memory), Agentica MCP (MCP protocol integration), and the Collaborative Canvas for human-agent interaction. The SDK achieves state-of-the-art results on ARC-AGI benchmarks through code-mode reasoning and recursive sub-agent delegation.
Differentiator
Problem solved
Functional benefit
Brands
- Agentica: A type-safe AI agent framework that enables LLM agents to integrate with code, functions, classes, and live objects. Provides agents with the ability to iteratively decompose, investigate, and dynamically solve problems through arbitrary code execution.
- Agentica SDK
Products and services
- Agentica Platform A hosted platform for building, deploying, and managing long-running AI agents. Users describe tasks in plain English, connect tools and data sources, and deploy agents that run continuously in the background, coordinating sub-agents and adapting as they work. Provides enterprise-scale infrastructure, security sandboxing (WASM within microVMs), hosting, management, and observability for agentic workloads.
- Agentica SDK An open-source (MIT licensed), type-safe agent framework available in Python and TypeScript. Enables LLMs to integrate with code via arbitrary code execution in a persistent REPL sandbox. Agents interact with runtime objects passed by reference, enabling multi-agent orchestration, recursive delegation, runtime type checking, and stateful workflows.
- Symbolica Platform The hosted enterprise layer on top of the Agentica SDK. Provides production-scale infrastructure for agentic workloads including security sandboxing (WASM within microVMs), permissioning, telemetry, observability, and credit-based billing at 5% above inference costs.
Quantifiable outcome
- 85.28% on ARC-AGI-2 (state-of-the-art) with Opus 4.6 (120k) High, up from 79.03% CoT baseline
- +2 more outcomes
Companies that use Symbolica AI
Customer profileSegments2 records
Ideal customer profiles2 records
Symbolica AI technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration11 records
AI capability6 records
Feature6 records
Symbolica AI partnerships and signals
Strategic signalScale indicators5 records
Recent moves6 records
Expansion highlights5 records
Symbolica AI competitors and assessment
Company assessmentDirect peers
- LangChain (LangGraph): Most widely adopted open-source framework for building LLM-powered agents and chains in Python/TypeScript. Competes directly with Agentica SDK on developer mindshare, with a larger community but less emphasis on arbitrary code execution as a first-class primitive.
- CrewAI: Multi-agent orchestration framework for coordinating role-based LLM agents. Direct competitor on multi-agent delegation and Python-first ergonomics, though it relies on tool/function calling rather than persistent REPL execution.
- Microsoft AutoGen: Open-source framework for building multi-agent conversational systems with Microsoft research backing. Competes on multi-agent orchestration and runtime flexibility, with deeper enterprise distribution via Azure.
- E2B: Provides secure sandboxed cloud environments for AI agents to execute arbitrary code. Closely overlaps with Symbolica's WASM/microVM sandboxing pitch and is often used as the runtime layer beneath agent frameworks.
- Modal: Cloud platform for running arbitrary code and AI workloads with strong sandboxing and developer ergonomics. Competes for the same developer persona building agentic and data workflows in Python/TypeScript.
Broad incumbents
- OpenAI Agents SDK: OpenAI's first-party agent SDK and Assistants API tightly coupled to GPT-5 and OpenAI infrastructure. Represents the hyperscaler-native threat: bundled pricing and zero-friction onboarding that can undercut third-party frameworks.
- Anthropic (Claude Agent SDK): Anthropic's agent tooling for Claude (including Claude Code) ships first-class agent capabilities with strong tool-use and computer-use features. Competes with Agentica at both the SDK and platform layer, with the advantage of owning the underlying model.
- Google Vertex AI Agents: Google's enterprise agent stack (Vertex AI Agent Builder, ADK) provides managed agent infrastructure deeply integrated with Gemini and Google Cloud. Represents a credible enterprise alternative with stronger distribution into regulated buyers.
Emerging players
- Replicate: API-first cloud for running open-source and third-party ML models, with growing agent-adjacent use cases. Overlaps with Symbolica's developer-API distribution model and model-agnostic positioning.
- LlamaIndex: Open-source data framework for connecting LLMs to private/semi-structured data and building agentic workflows. Overlaps with Agentica's enterprise use cases (data analysis agents, tool integration) but focuses on retrieval rather than code-execution agents.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat4 records
Key risks6 records
Key highlights6 records
Customer concentration
Symbolica AI social profiles
Digital presenceSymbolica AI financial estimates
Financial estimateRevenue estimate
Valuation estimate
Symbolica AI leadership team
Management profileNumber of profiles
Profiles2 records
Symbolica AI funding detail
Funding detailFunding overview
Funding rounds2 records
Investors5 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Symbolica AI M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Symbolica AI
What does Symbolica AI do?
Symbolica AI builds a type-safe agent framework and hosted platform called Agentica that lets developers build, deploy, and manage long-running AI agents which reason by executing arbitrary code in a persistent Python/TypeScript REPL sandbox. The open-source Agentica SDK (Python and TypeScript, MIT licensed) is the core developer framework, while the hosted Agentica Platform and underlying Symbolica Platform provide enterprise-scale infrastructure with WASM/microVM sandboxing, security, and observability for production agentic workloads.
Is Symbolica AI a public or private company?
Symbolica AI is a private company. It is classified as venture growth investor backed and is currently operating.
When was Symbolica AI founded?
Symbolica AI was founded in 2022. It employs 11 to 50 people.
Where is Symbolica AI based?
Symbolica AI is headquartered in Palo Alto, United States, in the North America region.
How does Symbolica AI make money?
Three revenue lines are on record. Platform Fee (5% on Inference) is the primary driver. The others are credits System and enterprise Platform Services.
Who are Symbolica AI's main competitors?
Direct peers on record are LangChain (LangGraph), CrewAI, Microsoft AutoGen, E2B and Modal. Broad incumbents are OpenAI Agents SDK, Anthropic (Claude Agent SDK) and Google Vertex AI Agents. Emerging players are Replicate and LlamaIndex.
Does Symbolica AI have an API?
Yes. The Symbolica Platform acts as an intermediary providing access to third-party AI model providers and inference services via their APIs. Users access inference through the Agentica SDK, which supports any OpenRouter model slug (e.g. google/gemini-2.5-flash, openai/gpt-5, anthropic/claude-opus-4.5) via the OpenRouter Chat Completions API, Anthropic Messages API, and OpenAI Responses API. The Agentica SDK also uses a WebSocket-based Warp protocol for remote object proxying and RPC communication between client runtime and agent sandbox. No standalone public REST API is documented. Developer documentation is at docs.symbolica.ai.
What industry is Symbolica AI in?
Symbolica AI's product category is AI Agent Development Platform. Its primary akta.pro industry code is HDAAACAF, Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent), with a secondary code of HDAEANAJ, AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs). Its NAICS code is 5132 and its SIC code is 7372.