Mira
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.
- Company typePrivate
- Founded2024
- HeadquartersSan Francisco, United States
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
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.
Mira firmographics
Firmographics- 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
Mira industry classification
Industry- 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
Where Mira is headquartered
LocationHeadquarters
- HQ city
- San Francisco
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
Mira business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Infrastructure, Operations, Marketing or Sales
Revenue model
- 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.
- 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.
- 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.
- 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
| Model | Billing | Price |
|---|---|---|
| Freemium | Monthly | Free tier with limited daily prompts |
| Subscription | Monthly | PRO tier with 5x more usage |
| Unit Pricing | Pay-as-you-go | Node Delegator Program contribution tiers |
Go-to-market motion3 records
Distribution channels6 records
Marketing channels7 records
Mira product offering
Product offeringCore 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.
Companies that use Mira
Customer profileNamed customers7 records
Segments5 records
Ideal customer profiles4 records
Mira technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability4 records
Feature11 records
Mira partnerships and signals
Strategic signalPartnerships
Eleven partnerships are on record, tiered foundational, core, flagship, largest_application, founding_node_operator and research_collaboration.
- KernelfoundationalFoundational 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.
- HyperboliccoreStrategic 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 DigitalflagshipCollaboration 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.
- LearnriteflagshipResearch 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_applicationAstro 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_operatorFounding 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_operatorFounding 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_operatorFounding 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_operatorFounding node operator in Mira's Node Delegator Program. Spheron is an innovative distributed computing platform contributing to Mira's verification network infrastructure.
- Hyperbolicfounding_node_operatorFounding 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_collaborationMira 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
Mira competitors and assessment
Company assessmentDirect 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
Mira social profiles
Digital presenceMira financial estimates
Financial estimateRevenue estimate
Valuation estimate
Mira leadership team
Management profileNumber of profiles
Profiles3 records
Mira funding detail
Funding detailFunding overview
Funding rounds1 record
Investors9 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Mira 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 Mira
What does Mira do?
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.
Is Mira a public or private company?
Mira is a private company. It is classified as venture growth investor backed and is currently operating.
When was Mira founded?
Mira was founded in 2024. It employs 11 to 50 people.
Where is Mira based?
Mira is headquartered in San Francisco, United States, in the North America region.
How does Mira make money?
Four revenue lines are on record. API Access (Verified Generate API / Mira Flows) is the primary driver. The others are consumer Application Subscriptions (Klok PRO), builder Grant Program Participation and node Delegation Program.
Who are Mira's main competitors?
Direct peers on record are Gensyn, Ritual, Modulus Labs, Nillion and ChainGPT. Broad incumbents are Together AI and Anthropic. Emerging players are io.net and Akash Network. Hyperbolic is listed as an others.
Does Mira have an API?
Yes. Mira offers an OpenAI-compatible API that allows developers to integrate with their verification infrastructure. The API supports builders with features like intelligent routing, caching, and model selection tools. Developers can access the console at console.mira.network to get API keys. The Verified Generate API enables verification of AI outputs for high-stakes applications, and Mira Flows allows building natively verifiable AI workflows that integrate verification at every step. Developer documentation is at docs.mira.network/network/get-started/introduction.
What industry is Mira in?
Mira's product category is Decentralized AI Infrastructure. Its primary akta.pro industry code is HDAEANAG, Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII), with a secondary code of HDAAAKAH, Secure Model Deployment & Runtime Protection (sandboxing, isolation). Its NAICS code is 54151 and its SIC code is 7373.