Mira

What Mira does

Mira is a Singapore-headquartered decentralized AI infrastructure company founded in 2024 by Karan Sirdesai (CEO) and Sidhartha D. (CTO), operating as the Mira Foundation. The company provides a trustless verification layer for AI outputs, employing a novel architecture that binarizes complex AI responses into independently verifiable claims, validates those claims through a distributed network of specialized models, and secures verification with a hybrid Proof of Verification mechanism combining cryptoeconomic incentives with computational proof. Its Ensemble Evaluation approach requires near-unanimous N-1 of N validator agreement (using models such as Mistral, GPT-4o, and Claude 3.5 Sonnet) before outputs are accepted, with documented error-rate reductions of 75–84% across customer deployments.

The product surface spans a core developer platform (Mira Flows, Verified Generate API, Developer SDK, Voyager Testnet, console.mira.network with OpenAI-compatible APIs) and a portfolio of ecosystem applications including Klok (multi-model consumer chat with 2.5M+ users), Delphi Oracle (institutional crypto research assistant for Delphi Digital), Learnrite (educational content verification), Astro (astrological consultations serving Indian consumers), and Amor (AI companionship). Production infrastructure is delivered through five founding institutional-grade node operators (Aethir, Io.net, Exabits, Spheron, Hyperbolic), with a Dynamic Validator Network integrated as the official AI coprocessor of the BNB ecosystem via a partnership with Kernel.

Mira's revenue mechanics are still early-stage: the company monetizes via usage-based API access (Verified Generate API, Mira Flows), subscription (Klok PRO at 5x free-tier usage unlocked by referral), and a $250,000 Node Delegator Program that routes community compute contributions. The $10M Magnum Opus builder grant program represents outbound capital expenditure to seed the ecosystem rather than revenue. The company raised $9M in seed funding in July 2024 from Bitkraft Ventures and Framework Ventures (co-leads), Accel, Mechanism Capital, Folius Ventures, and SALT Fund, and serves a global user base exceeding 4.5 million across its ecosystem, processing over 3 billion tokens daily.

Name

Mira

Legal name

Mira Foundation

Website

https://mira.network

Company type

Private

Founded year

2024

Operating status

Operating

Headcount range

11–50 employees

Short description

Mira is a Singapore-based decentralized AI infrastructure platform that provides trustless verification of AI outputs via distributed multi-model consensus and cryptoeconomic primitives. It serves developers, crypto applications, and AI builders through APIs, SDKs, consumer apps like Klok, and ecosystem partnerships with Delphi, Kernel, and Hyperbolic.

Ownership category

akta.pro rank

Product category

Decentralized AI Infrastructure

NAICS

Computer Systems Design and Related Services (54151)

SIC

Services-Computer Integrated Systems Design (7373)

akta.pro primary industry

Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII) (HDAEANAG)

akta.pro secondary industries

Secure Model Deployment & Runtime Protection (sandboxing, isolation) (HDAAAKAH), Safety & Alignment Evaluation (red-teaming, harmful capability testing) (HDAAAMAL)

Keywords

• Decentralized AI infrastructure
• AI output verification
• Trustless AI consensus
• Verifiable AI workflows
• AI developer API

Headquarters

HQ city

San Francisco

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. API Access (Verified Generate API / Mira Flows): Mira generates revenue through API access fees for its Verified Generate API and Mira Flows platform, where developers and enterprises pay to integrate trustless AI verification into their applications. The self-service developer console at console.mira.network provides tiered API access.
2. Consumer Application Subscriptions (Klok PRO): Revenue is generated from Klok's PRO tier subscription, which offers 5x more usage (50 prompts/day vs 10 for free tier). The flagship consumer application serves as both a product and a demonstration of Mira's verification infrastructure.
3. Builder Grant Program Participation: The $10M Magnum Opus builder grant program attracts established teams to build on Mira's infrastructure. While grants are funding provided TO builders, the program generates ecosystem adoption and network effects that drive API and subscription revenue.
4. Node Delegation Program: The Node Delegator Program accepts community contributions ($35-$150 per contribution) in USDC, routing funds to institutional-grade node operators. This generates network participation fees and strengthens the verification infrastructure.

Pricing tiers

Go-to-market motion3 records

Distribution channels6 records

Marketing channels7 records

Core offering

Mira operates a decentralized AI infrastructure platform that provides trustless verification of AI outputs through cryptoeconomic consensus. The platform breaks complex AI outputs into independently verifiable claims (binarization), distributes verification across a network of specialized AI models, and uses a hybrid Proof of Verification mechanism combining economic incentives with computational proof. Developers access the infrastructure through the Verified Generate API, Mira Flows, the Developer SDK, and Voyager Testnet, while Klok serves as the flagship consumer-facing multi-model chat application demonstrating the underlying verification technology.

Product overview

Mira operates as a decentralized AI verification platform with a multi-layered product architecture. The core is Mira Network, providing trustless AI verification through consensus mechanisms and distributed protocols. Built on this foundation are ecosystem applications including Klok (multi-model AI chat with 2.5M+ users), Delphi Oracle (crypto research assistant), Learnrite (educational testing), and Astro (astrological guidance). Developer-facing products include Mira Flows for verifiable AI workflows, the Verified Generate API, Developer SDK, and Voyager Testnet. Network participation is enabled through the Node Delegator Program, while the Magnum Opus grant program supports ecosystem builders. Mira Scrolls serves as an internal AI assistant for documentation. The ecosystem collectively serves over 4.5 million users and processes billions of tokens daily.

Differentiator

Problem solved

Functional benefit

Brands

• Klok: Multi-model AI chat application providing access to leading AI models including DeepSeek R1, GPT-4o mini, and Llama 3.3 70B Instruct through a single interface, with verification features leveraging Mira's infrastructure.

Products and services

• Mira Network Foundational decentralized verification layer that enables trustless AI systems through advanced consensus mechanisms. Combines binarization, distributed multi-model verification, and Proof of Verification to achieve reliable AI execution at internet scale, generating cryptographic certificates of verified facts.
• Verified Generate API OpenAI-compatible API enabling developers to verify AI-generated content for high-stakes applications. Provides self-service access to Mira's ensemble evaluation and distributed verification, available through console.mira.network with usage-based pricing.
• Mira Flows Platform for building natively verifiable AI workflows that integrate Mira's verification layer at every step of the AI pipeline. Targeted at developers and enterprises building production AI systems requiring trustless output validation.
• Klok Multi-model AI chat application offering access to leading AI models (DeepSeek R1, GPT-4o mini, Llama 3.3 70B Instruct) through a single interface. Serves 2.5+ million users as of April 2025 and demonstrates Mira's verification infrastructure in a consumer context with Free and PRO subscription tiers.
• Voyager Testnet Testnet program enabling developers and verifiers to join the Mira network, test verification protocols, and help shape the future of AI verification infrastructure. Part of the developer-facing toolkit launched alongside Mira Flows and the Developer SDK.

Named customers7 records

Segments5 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

AI capability4 records

Feature11 records

Partnerships

Eleven partnerships are on record, tiered foundational, core, flagship, largest_application, founding_node_operator and research_collaboration.

• KernelfoundationalStrategic or Co-development Partner · 19 November 2024Foundational partnership where Mira's Dynamic Validator Network (DVN) serves as Kernel's official AI coprocessor, establishing a new paradigm for trustless AI execution within BNB's ecosystem. Mira's LLM consensus research is integrated into BNB through Kernel's restaking infrastructure, combining Mira's verification network with Kernel's restaked economic security.
• HyperboliccoreTechnology or Integration · 26 August 2024Strategic partnership where Mira leverages Hyperbolic's GPU marketplace, which aggregates global GPU infrastructure (data centers, mining farms, personal devices, on-premises machines) to provide affordable compute access. Mira's platform integrates with Hyperbolic's distributed GPU network to democratize AI development. Hyperbolic's GPU infrastructure also powers Klok, Mira's flagship application.
• Delphi DigitalflagshipStrategic or Co-development PartnerCollaboration to build Delphi Oracle, an AI-powered research assistant integrated into the Delphi Member portal. Delphi Oracle uses Mira's intelligent query routing, smart caching architecture, and verification APIs to make Delphi's institutional-grade crypto research accessible at scale. Achieved approximately 90% reduction in operational costs.
• LearnriteflagshipTechnology or IntegrationResearch collaboration where Learnrite uses Mira's Verified Generation API and verification infrastructure to verify AI-generated educational questions. Reduced Learnrite's error rate from 28% to 4.4% and content costs from $5 to $0.30 per question (94% reduction). This collaboration helps Mira develop streaming verification capabilities.
• Astrolargest_applicationTechnology or IntegrationAstro integrated Mira's verification technology into its AI-powered astrological consultation platform serving millions of users in India. Mira's verification APIs reduced Astro's error rate from 12% to 3% (75% improvement) and increased 30-day retention from 42% to 53%.
• Io.netfounding_node_operatorTechnology or IntegrationFounding node operator in Mira's Node Delegator Program. Io.net is a leader in decentralized cloud computing, providing compute resources for Mira's verification network through the delegation program.
• Aethirfounding_node_operatorTechnology or IntegrationFounding node operator in Mira's Node Delegator Program. Aethir is a pioneer in decentralized GPU infrastructure, contributing GPU compute resources to Mira's network.
• Exabitsfounding_node_operatorTechnology or IntegrationFounding node operator in Mira's Node Delegator Program. Exabits specializes in AI compute solutions, providing specialized compute resources for Mira's verification network.
• Spheronfounding_node_operatorTechnology or IntegrationFounding node operator in Mira's Node Delegator Program. Spheron is an innovative distributed computing platform contributing to Mira's verification network infrastructure.
• Hyperbolicfounding_node_operatorTechnology or IntegrationFounding node operator in Mira's Node Delegator Program. Hyperbolic provides high-performance open computing resources to Mira's network, having previously partnered on GPU marketplace integration.
• Columbia Business Schoolresearch_collaborationStrategic or Co-development PartnerMira is collaborating with Columbia Business School to develop tailored AI verification solutions for the legal domain, where hallucination risks include citing non-existent court cases and potential disbarment.

Scale indicators11 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• Gensyn: Gensyn is a decentralized machine learning compute network that uses cryptoeconomic mechanisms to verify and incentivize ML training across distributed nodes. Like Mira, it is building trustless infrastructure for AI on blockchain primitives, making it a direct decentralized-AI peer.
• Ritual: Ritual is a decentralized AI execution layer enabling trustless inference for on-chain AI applications. Its focus on verifiable AI execution for crypto-native workloads closely parallels Mira's Dynamic Validator Network and Verified Generate API.
• Modulus Labs: Modulus Labs builds zero-knowledge machine learning (zkML) verification infrastructure for AI outputs on-chain. Its cryptographic verification approach for AI inference is the closest architectural cousin to Mira's consensus-based verification mechanism.
• Nillion: Nillion provides decentralized privacy-preserving computation infrastructure combining blind computation and consensus. Its overlap with Mira is in decentralized trust primitives for AI/ML workloads, particularly where cryptographic verification of outputs is required.
• ChainGPT: ChainGPT provides AI infrastructure specifically for the crypto and Web3 ecosystem, including AI-powered analytics, smart-contract generation, and trading tools. It targets a similar developer-and-builder audience as Mira within the crypto-AI intersection.

Broad incumbents

• Together AI: Together AI is a well-funded centralized AI infrastructure platform offering model serving, fine-tuning, and inference APIs. It competes in the AI infrastructure category but without Mira's decentralized verification or cryptoeconomic consensus layer.
• Anthropic: Anthropic is a frontier AI model lab with deeply integrated AI safety, alignment evaluation, and constitutional AI techniques. As a broad incumbent in AI safety, it represents the centralized incumbent approach to the same hallucination and bias problems Mira addresses via decentralized verification.

Emerging players

• io.net: io.net aggregates distributed GPU compute for AI workloads and is one of Mira's founding node operators. While its core focus is GPU provisioning rather than verification, the shared decentralized-compute thesis and operational integration make it a relevant adjacent peer.
• Akash Network: Akash Network is a decentralized cloud computing marketplace for hosting workloads including AI inference. It overlaps with Mira in the decentralized-compute layer but does not provide AI output verification or cryptoeconomic consensus for AI outputs.

Others

• Hyperbolic: Hyperbolic is a GPU marketplace aggregating distributed compute for AI workloads and is both a strategic partner and founding node operator for Mira. It is comparable as an enabling infrastructure provider rather than a direct competitor in verification.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks5 records

Key highlights7 records

Customer concentration

• Xx.com/Mira_Network
• LinkedInlinkedin.com/company/mira-aroha-labs

Revenue estimate

Valuation estimate

Number of profiles

Profiles3 records

Funding overview

Funding rounds1 record

Investors9 records

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

M&A

Investments

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

Frequently asked questions about Mira