What Mantis does

Mantis is a private cognitive cartography platform developed within MIT CSAIL, providing a visual workbench for multimodal data exploration and human-AI collaborative discovery. The platform ingests diverse data types—including text, PDFs, tables, images, audio, video, molecular coordinates, H5AD single-cell data, GitHub repositories, and Hugging Face datasets—into semantic spaces that users can navigate via interactive maps, lasso and path tools, and category/cluster overlays. Composer and MantisGPT agents operate with map-grounded context to produce narration, summarization, and evidence-linked responses, while Visual Workflows let users compose node-based pipelines with custom Python steps and agent orchestration.

The underlying AI layer is not proprietary: users select between OpenAI chat/embeddings and private, server-hosted vLLM services per space, with no disclosed in-house model training. Mantis operates a hybrid go-to-market combining a self-serve "Open app" product-led path (mantis.csail.mit.edu/home) with a "Request demo" enterprise sales motion (home.withmantis.com/inquire). Pricing is not publicly disclosed but appears subscription-oriented with annual billing and quote-based enterprise terms. The company is headquartered in Cambridge, MA, within MIT CSAIL, affiliated with the Kellis Lab, was founded in 2025, and reports 11–50 employees. No venture funding, named customers, or commercial revenue figures are disclosed in available source material.

Name

Mantis

Legal name

Mantis

Website

https://withmantis.com

Company type

Private

Founded year

2025

Operating status

Operating

Headcount range

11–50 employees

Short description

Mantis is a private MIT CSAIL-developed cognitive cartography platform that turns multimodal data into visual semantic spaces for human-AI collaborative analysis. It serves researchers, data scientists, and knowledge workers via a hybrid self-serve and enterprise go-to-market.

Ownership category

akta.pro rank

Product category

AI Data Analytics Platform

NAICS

Software Publishers (5132)

SIC

Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370)

akta.pro primary industry

Enterprise AI Data & Knowledge Platforms (Vector Databases, Knowledge Graphs) (HDAEANAH)

akta.pro secondary industry

Generative AI & LLM Solutions Services (RAG, Agents, Copilots) (BPAEAHAG)

Keywords

• Cognitive cartography platform
• Visual data science
• Multimodal AI analysis
• Semantic data exploration
• AI workflow automation

Headquarters

HQ city

Cambridge

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Infrastructure, Operations, Marketing or Sales

Revenue model

1. Platform Access and Services: Mantis offers platform access with model and service choices including OpenAI chat and embeddings as well as private vLLM embeddings and instruct services. Users can choose model selection per space, suggesting a consumption or subscription-based model for AI compute and platform usage.

Pricing tiers

Go-to-market motion1 record

Distribution channels2 records

Marketing channels4 records

Core offering

Mantis is an interactive cognitive cartography platform that transforms multimodal knowledge (text, PDFs, tables, images, audio, video, coordinates, molecules, and biological data) into shared visual maps where people and AI reason together while preserving evidence, provenance, and missing context. The platform combines Semantic Spaces for visual data mapping, Composer and MantisGPT agents grounded in map context, Visual Workflows for node-based reusable analysis, and Developer Tools (MCP, CLI, developer API) for extensibility.

Product overview

Mantis is a unified cognitive cartography platform developed at MIT CSAIL that transforms multimodal knowledge into shared visual maps for human-AI discovery. The platform architecture consists of Semantic Spaces as the core visualization layer for mapping complex multi-source data; Composer and MantisGPT as the agent interface for analysis with map-grounded context; Multimodal Spaces for processing text, PDFs, tables, images, audio, video, and scientific data; Visual Workflows for building node-based reusable analysis pipelines; and Developer Tools including MCP, CLI, and API for extensibility. Users can select between OpenAI or private vLLM models per space. The platform emphasizes visual-first data science where people and AI reason together while maintaining evidence, provenance, and missing context visibility.

Differentiator

Problem solved

Functional benefit

Products and services

• Semantic Spaces Visual spaces that turn raw documents, tables, media, repositories, and scientific data into mappable structures where relationships become visible. Supports multi-source data ingestion, automated embedding and clustering, interactive maps, bags, trees, floors, and lasso/path exploration tools. Targeted at researchers and data scientists.
• Composer and MantisGPT Agent interface that maintains map context visibility throughout analysis. Powers narration, summarization, and evidence-linked responses via MantisGPT, with reusable agent tools grounded in semantic space context. Targeted at knowledge workers and researchers.
• Visual Workflows Node-based data workflow builder for composing reusable workflows, connecting steps, scheduling runs, and carrying mapped evidence into repeatable analysis. Includes custom Python steps, journeys and waypoints, agent orchestration, and scheduled/reusable runs. Targeted at data scientists and research teams.
• Developer Tools Extensibility layer including Mantis MCP (Mantis Cognitive Protocol) tools, CLI for Codex, Claude Code, and OpenCode, custom panels and extensions, interactive notebooks, and Developer API for building integrations and custom applications. Targeted at developers and engineering teams.
• Models and Services Flexible model selection offering OpenAI chat and embeddings as well as private, server-hosted vLLM embeddings and instruct services per space for chat, embedding, and instruction-following tasks. Targeted at enterprise users requiring data sovereignty and AI compute flexibility.

Segments1 record

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration4 records

AI capability10 records

Feature5 records

Partnerships

Three partnerships are on record, tiered core.

• OpenAIcoreTechnology or IntegrationIntegration with OpenAI for chat and embeddings services. Users can select OpenAI models per space for AI interactions within Mantis cognitive cartography platform.
• vLLMcoreTechnology or IntegrationPrivate vLLM embeddings and instruct services available for deployment within Mantis spaces. Provides option for private, server-hosted LLM services alongside OpenAI options.
• MCP (Mantis Cognitive Protocol)coreTechnology or IntegrationMCP is Mantis's own protocol for developer tools integration, enabling CLI access for Codex, Claude Code, OpenCode, and extending platform capabilities through custom panels and extensions.

Recent moves6 records

Expansion highlights5 records

Emerging players

• Pinecone: Pinecone is a vector database platform powering semantic search and RAG applications. While it operates at the infrastructure layer rather than the visualization layer, its embedding-based semantic technology underlies the same knowledge organization paradigm Mantis uses.
• Marimo: Marimo is an open-source reactive notebook for Python with reproducibility and Git integration. It is comparable to Mantis in targeting developer-friendly, reproducible data analysis workflows with extensibility through Python.

Direct peers

• Weights & Biases: Weights & Biases provides an ML experimentation, observability, and collaboration platform for data scientists. Its visualization of model runs and datasets is conceptually adjacent to Mantis's visual mapping of multimodal scientific data.
• Observable: Observable is a collaborative notebook and data visualization platform built on JavaScript. It is comparable to Mantis in its visual-first data exploration philosophy and developer-friendly extensibility for knowledge work and analytics.
• Hex: Hex is an AI-powered collaborative data notebook platform that combines SQL, Python, and no-code with AI agents for data exploration. It overlaps directly with Mantis's blend of visual data science, multimodal ingestion, and AI-assisted analysis workflows.
• Noteable: Noteable is a collaborative notebook platform with built-in AI assistance for data science. It shares Mantis's positioning around interactive, AI-augmented analysis of complex multi-source data with visual outputs.
• Deepnote: Deepnote offers AI-powered, collaborative data science notebooks with multi-language support and integrations. It overlaps with Mantis's multimodal data ingestion and AI-assisted analyst workflows for research and data teams.

Broad incumbents

• Palantir Technologies: Palantir's Foundry platform offers enterprise-scale data integration, ontology, and AI-assisted analytics. While far broader and more enterprise-focused, it competes for the same multimodal data exploration and AI-driven decision workflows that Mantis targets.
• DataRobot: DataRobot provides an enterprise AI/ML platform with model building, deployment, and monitoring. Its agentic and multimodal analytics capabilities position it as a broader incumbent targeting similar research-and-data-science buyer personas.
• Tableau (Salesforce): Tableau is the incumbent visual analytics platform with deep enterprise penetration. As Tableau adds AI-powered natural-language and agentic features (Tableau GPT/Einstein), it increasingly overlaps with Mantis's visual-first, AI-augmented data exploration thesis.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat4 records

Key risks5 records

Key highlights6 records

Customer concentration

• GitHubgithub.com/KellisLab
• YouTubeyoutube.com/playlist?list=PLypiXJdtIca6EgTO3WvWMfpm-16BwAZvP
• LinkedInlinkedin.com/company/mantisai

Revenue estimate

Valuation estimate

Number of profiles

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments1 record

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Mantis