Thread AI
Thread AI builds Lemma, a composable AI orchestration and workflow platform that enables Fortune 500 enterprises and U.S. public-sector agencies to deploy controlled, governed AI agents and workflows in regulated, mission-critical production environments.
- Company typePrivate
- Founded2023
- HeadquartersNew York, United States
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What Thread AI does
Thread AI, Inc. is a venture-backed, Delaware-incorporated AI infrastructure company headquartered at 131 Varick Street, New York, founded by former Palantir AI/ML leaders Angela McNeal (CEO) and Mayada Gonimah (CTO). The company's single product is Lemma, a composable AI orchestration and workflow platform that enables organizations to build, deploy, and operate AI agents and workflows in production-grade, regulated environments. Underneath a drag-and-drop Workflow Builder, code-first SDK, and REST/gRPC/GraphQL APIs, Lemma exposes a vendor-agnostic orchestration infrastructure whose defining architectural property is "Controlled Autonomy" — three pillars (Control, Governance, Reliability) that constrain agent behavior within enterprise-defined boundaries, with every Worker versioned, traced, and audit-ready by default. The platform supports text, audio, image, structured data, and multimodal inputs/outputs, integrates with identity providers for human and non-human identity governance, and exposes AI API gateway, Model Context Protocol (MCP) augmentation, and (as of April 2026) an Agent-to-Agent (A2A) unified governance layer.
Thread AI monetizes via custom, quote-based annual SaaS subscriptions to Lemma, augmented by implementation and co-development engagements (e.g., the Ricoh Japan facility-management initiative). Go-to-market is a high-touch, consultative enterprise and public-sector field-sales motion targeted at Fortune 500 operators and U.S. federal/state agencies, supplemented by a Google Cloud Marketplace listing and a strategic co-creation partnership with Ricoh in Japan. The company has achieved SOC 2 Type 2, GDPR, HIPAA, and CJIS compliance, with CMMC 2.0 Level 2 and FedRAMP authorization in progress — a posture that gates defense, federal civilian, healthcare, and criminal-justice procurement to authorized vendors. Disclosed customers include VaynerMedia, Brinc, Omada Technologies, and Khasma Capital across media, hardware/IoT, technology services, and financial services; target segments also span hospitality, manufacturing, defense, and public-sector agencies.
The company has raised $26M cumulatively — a $6M seed in October 2024 led by Index Ventures and a $20M Series A in June 2025 led by Greycroft with Scale Venture Partners, Plug-and-Play, Meritech Capital, Homebrew, and Index Ventures participating — and was named to the 2026 CB Insights AI 100. Per firmographics, headcount is 1–10 with active hiring across engineering, sales/marketing, and operations funded by the Series A. Revenue is not publicly disclosed.
Thread AI firmographics
Firmographics- Name
- Thread AI
- Legal name
- Thread AI, Inc.
- Website
- https://threadai.com
- Company type
- Private
- Founded year
- 2023
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Thread AI builds Lemma, a composable AI orchestration and workflow platform that enables Fortune 500 enterprises and U.S. public-sector agencies to deploy controlled, governed AI agents and workflows in regulated, mission-critical production environments.
- Ownership category
- akta.pro rank
Thread AI industry classification
Industry- Product category
- AI Orchestration Platform
- NAICS
- Computer Systems Design and Related Services (54151), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (518)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373)
- akta.pro primary industry
- AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI) (HDAEANAI)
- akta.pro secondary industries
- Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII) (HDAEANAG), AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF), Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC), AI/ML Engineering & Model Development Services (BPAEAHAF)
Keywords
Where Thread AI is headquartered
LocationHeadquarters
- HQ city
- New York
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
Thread AI business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Operations
Revenue model
- Platform subscription: Recurring SaaS revenue from enterprise and public-sector customers licensing the Lemma AI orchestration platform, with pricing typically aligned to scale, models, and workflow volume.
- Implementation and co-development engagements: Revenue from joint deployments and custom solution builds with strategic partners such as Ricoh (Japan facility-management initiative), complementing platform subscriptions.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Annual | Enterprise quote-based pricing for Lemma platform |
Go-to-market motion4 records
Distribution channels3 records
Marketing channels5 records
Thread AI product offering
Product offeringCore offering
Thread AI develops and sells Lemma, a composable AI orchestration infrastructure platform that enables enterprises and public-sector agencies to build, deploy, and manage production-grade AI workflows and agents. The platform integrates models, agents, tools, and data into controlled, auditable workflows with built-in governance, identity-aware access control, and durable execution for regulated, mission-critical operations.
Product overview
Thread AI's offering is a single unified platform called Lemma — a composable AI orchestration infrastructure and workflow builder for production-grade AI workflows and agents in core enterprise operations. The platform pairs a drag-and-drop Workflow Builder (with code-first SDK and APIs) on top of an AI Orchestration Infrastructure that acts as a vendor-agnostic, durable control plane connecting models, data, systems, and tools. The fundamental execution unit is the Lemma Worker (purpose-built, multi-State AI workflows/agents) which runs on durable infrastructure with built-in Controlled Autonomy. The platform additionally exposes capabilities such as the Lemma A2A (Agent-to-Agent) governance layer, agentic retrieval, dynamic reporting, and cross-modality reasoning, and is delivered via Google Cloud Marketplace with deployment flexibility across VPC, on-premises, or multi-tenant SaaS.
Differentiator
Problem solved
Functional benefit
Brands
- Lemma: Thread AI's composable AI infrastructure and workflow orchestration platform for production-grade AI workflows and agents in core enterprise operations.
Products and services
- Lemma Platform Composable AI orchestration infrastructure and workflow builder platform for production-grade AI workflows and agents in core enterprise operations. Provides durable execution, identity-aware access control, governance, observability, and vendor-agnostic model/tool/data integration for regulated and mission-critical environments. Designed for Fortune 500 operators and U.S. Public Sector Agencies.
Quantifiable outcome
- Customers speed up business processes by 70%
- +2 more outcomes
Companies that use Thread AI
Customer profileNamed customers4 records
Segments8 records
Ideal customer profiles3 records
Thread AI technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration2 records
AI capability14 records
Feature6 records
Thread AI partnerships and signals
Strategic signalScale indicators5 records
Recent moves6 records
Expansion highlights6 records
Thread AI competitors and assessment
Company assessmentDirect peers
- Temporal Technologies: Temporal provides durable workflow orchestration infrastructure that, like Lemma, is built to make long-running, stateful, production-grade processes reliable. Both target engineering teams that need orchestrated execution at enterprise scale, though Temporal is more general-purpose while Thread AI specializes in AI-agent workflows.
- Inngest: Inngest is a developer-first durable workflow and orchestration platform with event-driven triggers, queues, and step functions. It overlaps directly with Lemma's orchestration primitives and similarly targets engineering teams productionizing complex, stateful automations.
- LangChain: LangChain is a leading framework and platform for building LLM-powered applications and agents, including LangGraph for orchestrated multi-agent workflows. It is the most cited direct competitor in AI orchestration, with both companies vying to be the control plane for production agent systems.
- n8n: n8n is a workflow automation platform with native AI agent nodes and visual workflow building, used by technical teams to orchestrate AI tasks across enterprise systems. It competes with Lemma's drag-and-drop Workflow Builder and SDK approach for production-grade AI workflow delivery.
Broad incumbents
- Workato: Workato is an enterprise iPaaS and workflow automation incumbent used by Fortune 500 IT teams for system integration and process automation. It overlaps with Lemma's orchestration and integration thesis at a broader, less AI-specialized level.
- Palantir Technologies: Palantir is the founders' former employer and the dominant player in production AI/data platforms for defense, intelligence, and large enterprises. Its AIP platform competes for the same regulated, mission-critical AI deployment budgets that Thread AI targets.
- Vertex AI Agent Builder (Google Cloud): Vertex AI Agent Builder is Google's native agent orchestration and development suite, sitting in the same Google Cloud Marketplace where Lemma is listed. It represents the upstream hyperscaler threat to independent orchestration layers.
- Zapier: Zapier is the broadest workflow automation incumbent, with growing AI agent and orchestration capabilities. It is far less specialized than Thread AI but serves the same enterprise need to connect tools, data, and now AI actions into controlled workflows.
Emerging players
- CrewAI: CrewAI is a multi-agent orchestration framework that coordinates role-playing AI agents to complete complex tasks. It competes in the multi-agent governance and orchestration space where Lemma A2A is now positioned.
- Stack AI: Stack AI is a no-code enterprise AI agent and workflow builder aimed at business users, similar to Lemma's drag-and-drop visual builder. Both target enterprise teams productionizing AI workflows without deep engineering, with overlap in regulated verticals.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks5 records
Key highlights6 records
Customer concentration
Thread AI social profiles
Digital presenceThread AI compliance and trust
Trust signalCompliance7 records
Thread AI financial estimates
Financial estimateRevenue estimate
Valuation estimate
Thread AI leadership team
Management profileNumber of profiles
Profiles2 records
Thread AI funding detail
Funding detailFunding overview
Funding rounds4 records
Investors6 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Thread 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 Thread AI
What does Thread AI do?
Thread AI develops and sells Lemma, a composable AI orchestration infrastructure platform that enables enterprises and public-sector agencies to build, deploy, and manage production-grade AI workflows and agents. The platform integrates models, agents, tools, and data into controlled, auditable workflows with built-in governance, identity-aware access control, and durable execution for regulated, mission-critical operations.
Is Thread AI a public or private company?
Thread AI is a private company. It is classified as venture growth investor backed and is currently operating.
When was Thread AI founded?
Thread AI was founded in 2023. It employs 1 to 10 people.
Where is Thread AI based?
Thread AI is headquartered in New York, United States, in the North America region.
How does Thread AI make money?
Two revenue lines are on record. Platform subscription is the primary driver. The others are implementation and co-development engagements.
Who are Thread AI's main competitors?
Direct peers on record are Temporal Technologies, Inngest, LangChain and n8n. Broad incumbents are Workato, Palantir Technologies, Vertex AI Agent Builder (Google Cloud) and Zapier. Emerging players are CrewAI and Stack AI.
Does Thread AI have an API?
Yes. Public developer-facing APIs are offered as part of the Lemma platform. Builder-Grade APIs are exposed across REST, gRPC, GraphQL, and SFTP, with a code-first SDK and embeddable white-label components. A "Powerful, Flexible AI API Gateway" provides streamlined secure integration with configurable authentication policies and flexible constraints. Builders can build via a drag-and-drop UI, a code-first SDK, or the APIs. Thread AI also leverages and augments the Model Context Protocol (MCP) for fast, secure integration, per their engineering blog.
What industry is Thread AI in?
Thread AI's product category is AI Orchestration Platform. Its primary akta.pro industry code is HDAEANAI, AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI), with a secondary code of HDAEANAG, Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII). Its NAICS code is 54151 and its SIC code is 7372.