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Hiverge

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uuid0000a9t

Namestring
Hiverge
Legal namestring
Hiverge
Websiteurl
hiverge.ai
Company typeenum
Private
Founded yearint
2024
Descriptiontext

Hiverge is a Cambridge, United Kingdom-based artificial intelligence company founded in April 2024 by former Google DeepMind researchers Alhussein Fawzi, Bernardino Romera-Paredes, and Hamza Fawzi — the team behind AlphaTensor, FunSearch, and early-stage AlphaEvolve. The company has built the Hive, an AI-driven program synthesis platform that combines large language models with advanced search algorithms to automatically discover and optimize algorithms for complex optimization problems. The Hive deploys multiple agents in parallel that propose, evaluate, and evolve code against concrete performance metrics, producing human-interpretable, deployable algorithms that can span hundreds to over a thousand lines of code, rather than opaque black-box solutions.

The platform has demonstrated quantifiable results across multiple domains: over 20% reduction in CIFAR-10 image classification training time (achieving a 1.99-second training run on a single NVIDIA A100 GPU), approximately 1.25% improvement on GPT-2 training on top of prior state-of-the-art, up to 70% reduction in two-qubit gate requirements for quantum chemistry algorithms compared to state-of-the-art VQE, and planning solutions approximately 1,000 times faster than existing approaches for Airbus operations — winning first place in both scalability tracks of the Airbus Beluga AI Challenge. Some discovered optimizations have shown cross-domain generalization, with techniques developed for CIFAR-10 (e.g., optimizer vectorization) transferring to GPT-2 training.

Hiverge operates a waitlist-based early access go-to-market strategy targeting selected enterprise customers, with pricing not publicly disclosed and revenue model inferred as subscription or usage-based platform access augmented by custom algorithm development services. The company raised $5 million in seed funding in September 2025 led by Flying Fish Ventures with participation from Jeff Dean and Ahren Innovation Capital, among others. Its target segments span AI/ML organizations seeking training acceleration, industrial enterprises with complex planning and logistics problems, and quantum computing researchers — the latter segment expanded via strategic partnerships with Quantinuum (InQuanto), NVIDIA (CUDA-Q, Grace Blackwell), and AWS (cloud infrastructure for simulation), with planned broader distribution through AWS and Google Cloud marketplaces.

Short descriptiontext

Hiverge builds the Hive, an AI program synthesis platform that automatically discovers and optimizes algorithms for AI training, industrial planning, and quantum chemistry. Founded in Cambridge, UK by ex-Google DeepMind researchers behind AlphaTensor and FunSearch, it serves enterprise customers via an early-access waitlist.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
1–10
akta.pro rankint
HeadquartersCambridge, United Kingdom
HQ citystring
Cambridge
HQ countrystring
United Kingdom
HQ regionstring
Europe
Markets served

Serves global market

Offices1 record

Each record includes

City, Country, Type, Description, Source

Keyword5 values
algorithmic discovery platform, program synthesis software, AI training acceleration, automated code optimization, combinatorial optimization software
Industry2 codes
1LLMOps & Generative AI Platforms (Prompt/Agent Orchestration, RAG)
CodeHDAEANADPrimaryYes
2Prompt Engineering, Orchestration & LLMOps Tooling
CodeHDAAACADPrimaryNo
Product category
AI Algorithmic Discovery Software
Social media profiles3 records
GTM motion1 record

Each record includes

Type, Description, Source

Revenue model2 records
1Hive Platform Access
TypeSubscription Recurring
Description

The company offers early access to its Hive algorithmic discovery platform to selected enterprise customers, suggesting a subscription or usage-based model for platform access and algorithmic discovery services.

theaiinsider.tech
2Algorithm Development Services
TypeProfessional Services
Description

Custom algorithm development for specific enterprise optimization challenges, including AI training acceleration and industrial planning applications.

ainvest.com
Marketing channels6 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels2 records

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components5 values
Personnel, Technology or R&D, Infrastructure, Operations, Marketing or Sales
GTM typeB2B
B2B
Offering typeSoftware
Software
Brand1 record
1Hive
Description

The Hive is Hiverge's AI discovery engine that automatically writes algorithms for optimization problems using program synthesis technology.

hiverge.ai
Core offering1 text field

Hiverge sells access to its Hive platform, an AI discovery engine that automatically writes and optimizes algorithms for critical optimization problems using program synthesis technology. The platform combines large language models with advanced search algorithms and deploys multiple agents working in parallel to optimize code based on concrete metrics. Target applications include AI model training acceleration, sequential planning (logistics, aerospace, supply chain), and quantum algorithm discovery for quantum chemistry.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 5 values shown
  • Over 20% reduction in CIFAR-10 training time, achieving training in 1.99 seconds on single A100 GPU (first time below 2-second mark)
+4 more records
Product overview1 text field

Hiverge is building algorithmic superintelligence through the Hive platform - an AI discovery engine that automatically writes breakthrough code and algorithms. The platform specializes in algorithmic discovery, finding novel computational approaches to solve complex optimization problems across AI training acceleration, sequential planning, and quantum computing. Users can access the Hive through a waitlist for early access to the platform.

Product and service1 record
1Hive Platform
CategoryAI Algorithmic Discovery Software
Description

AI discovery engine that automatically writes and optimizes algorithms for critical optimization problems. Uses program synthesis combining large language models with advanced search algorithms to deploy multiple agents working in parallel to tailor algorithms to specific challenges including AI training acceleration, sequential planning, and quantum computing. Targeted at enterprise customers via early access waitlist.

Scale indicator6 records

Each record includes

Type, Value, Description, Source

Partnership3 partners
1Amazon Web Services (AWS)
Strategic tierCoreTypeTechnology or IntegrationAnnounced on2026-03-16
Description

AWS provides cloud infrastructure for Hiverge's quantum algorithm discovery. Quantum algorithms generated by the Hive are simulated on powerful NVIDIA GPUs running on AWS before being validated on Quantinuum's quantum hardware.

2NVIDIA
Strategic tierCoreTypeTechnology or IntegrationAnnounced on2025-11-17
Description

NVIDIA collaborated with Hiverge as part of hybrid quantum-AI supercomputing initiatives. NVIDIA's Grace Blackwell platform and CUDA-Q framework are used together with Hiverge's Hive platform. NVIDIA GPU-based decoders improved logical fidelity of quantum operations by more than 3% on Quantinuum's Helios quantum computer.

3Quantinuum
Strategic tierCoreTypeStrategic or Co-development PartnerAnnounced on2025-07-02
Description

Quantinuum partnered with Hiverge to use AI-driven automated algorithm discovery for quantum chemistry. The collaboration uses Hiverge's Hive platform with Quantinuum's InQuanto quantum chemistry platform to develop quantum algorithms for molecular electronic structure problems. Algorithms are simulated on NVIDIA GPUs before validation on Quantinuum's quantum hardware. Achieved up to 70% reduction in two-qubit gate requirements compared to state-of-the-art VQE algorithms.

Recent move6 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight5 records

Each record includes

Type, Description

Market position
Competitive moat4 records

Each record includes

Type, Details

Key highlights6 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers1 record

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Name, Industry, Type, Use case, Source, UUID

Segment3 records

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile3 records

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
Yes
API detail
Has APIbool
No

Docs URL, Description

Integration5 records

Each record includes

Title, Type, Description, Source

AI capability5 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature5 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles3 records

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
No data
Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds1 record

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors3 records

Each record includes

Name, Type, Date of entry, Rounds participated, Website

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

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

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

Hiverge

AI Algorithmic Discovery Softwarehiverge.ai

Hiverge builds the Hive, an AI program synthesis platform that automatically discovers and optimizes algorithms for AI training, industrial planning, and quantum chemistry. Founded in Cambridge, UK by ex-Google DeepMind researchers behind AlphaTensor and FunSearch, it serves enterprise customers via an early-access waitlist.

What Hiverge does

Hiverge is a Cambridge, United Kingdom-based artificial intelligence company founded in April 2024 by former Google DeepMind researchers Alhussein Fawzi, Bernardino Romera-Paredes, and Hamza Fawzi — the team behind AlphaTensor, FunSearch, and early-stage AlphaEvolve. The company has built the Hive, an AI-driven program synthesis platform that combines large language models with advanced search algorithms to automatically discover and optimize algorithms for complex optimization problems. The Hive deploys multiple agents in parallel that propose, evaluate, and evolve code against concrete performance metrics, producing human-interpretable, deployable algorithms that can span hundreds to over a thousand lines of code, rather than opaque black-box solutions.

The platform has demonstrated quantifiable results across multiple domains: over 20% reduction in CIFAR-10 image classification training time (achieving a 1.99-second training run on a single NVIDIA A100 GPU), approximately 1.25% improvement on GPT-2 training on top of prior state-of-the-art, up to 70% reduction in two-qubit gate requirements for quantum chemistry algorithms compared to state-of-the-art VQE, and planning solutions approximately 1,000 times faster than existing approaches for Airbus operations — winning first place in both scalability tracks of the Airbus Beluga AI Challenge. Some discovered optimizations have shown cross-domain generalization, with techniques developed for CIFAR-10 (e.g., optimizer vectorization) transferring to GPT-2 training.

Hiverge operates a waitlist-based early access go-to-market strategy targeting selected enterprise customers, with pricing not publicly disclosed and revenue model inferred as subscription or usage-based platform access augmented by custom algorithm development services. The company raised $5 million in seed funding in September 2025 led by Flying Fish Ventures with participation from Jeff Dean and Ahren Innovation Capital, among others. Its target segments span AI/ML organizations seeking training acceleration, industrial enterprises with complex planning and logistics problems, and quantum computing researchers — the latter segment expanded via strategic partnerships with Quantinuum (InQuanto), NVIDIA (CUDA-Q, Grace Blackwell), and AWS (cloud infrastructure for simulation), with planned broader distribution through AWS and Google Cloud marketplaces.

Hiverge firmographics

Firmographics
Name
Hiverge
Legal name
Hiverge
Website
https://hiverge.ai
Company type
Private
Founded year
2024
Operating status
Operating
Headcount range
1–10 employees
Short description
Hiverge builds the Hive, an AI program synthesis platform that automatically discovers and optimizes algorithms for AI training, industrial planning, and quantum chemistry. Founded in Cambridge, UK by ex-Google DeepMind researchers behind AlphaTensor and FunSearch, it serves enterprise customers via an early-access waitlist.
Ownership category
akta.pro rank

Hiverge industry classification

Industry
Product category
AI Algorithmic Discovery Software
akta.pro primary industry
LLMOps & Generative AI Platforms (Prompt/Agent Orchestration, RAG) (HDAEANAD)
akta.pro secondary industry
Prompt Engineering, Orchestration & LLMOps Tooling (HDAAACAD)

Keywords

  • Algorithmic discovery platform
  • Program synthesis software
  • AI training acceleration
  • Automated code optimization
  • Combinatorial optimization software

Where Hiverge is headquartered

Location

Headquarters

HQ city
Cambridge
HQ country
United Kingdom
HQ region
Europe

Offices1 record

Markets served

Hiverge business model

Business model
GTM type
B2B
Offering type
Software
Cost components
Personnel, Technology or R&D, Infrastructure, Operations, Marketing or Sales

Revenue model

  1. Hive Platform Access: The company offers early access to its Hive algorithmic discovery platform to selected enterprise customers, suggesting a subscription or usage-based model for platform access and algorithmic discovery services.
  2. Algorithm Development Services: Custom algorithm development for specific enterprise optimization challenges, including AI training acceleration and industrial planning applications.

Go-to-market motion1 record

Distribution channels2 records

Marketing channels6 records

Hiverge product offering

Product offering

Core offering

Hiverge sells access to its Hive platform, an AI discovery engine that automatically writes and optimizes algorithms for critical optimization problems using program synthesis technology. The platform combines large language models with advanced search algorithms and deploys multiple agents working in parallel to optimize code based on concrete metrics. Target applications include AI model training acceleration, sequential planning (logistics, aerospace, supply chain), and quantum algorithm discovery for quantum chemistry.

Product overview

Hiverge is building algorithmic superintelligence through the Hive platform - an AI discovery engine that automatically writes breakthrough code and algorithms. The platform specializes in algorithmic discovery, finding novel computational approaches to solve complex optimization problems across AI training acceleration, sequential planning, and quantum computing. Users can access the Hive through a waitlist for early access to the platform.

Differentiator

Problem solved

Functional benefit

Brands

  • Hive: The Hive is Hiverge's AI discovery engine that automatically writes algorithms for optimization problems using program synthesis technology.

Products and services

  • Hive Platform AI discovery engine that automatically writes and optimizes algorithms for critical optimization problems. Uses program synthesis combining large language models with advanced search algorithms to deploy multiple agents working in parallel to tailor algorithms to specific challenges including AI training acceleration, sequential planning, and quantum computing. Targeted at enterprise customers via early access waitlist.

Quantifiable outcome

  • Over 20% reduction in CIFAR-10 training time, achieving training in 1.99 seconds on single A100 GPU (first time below 2-second mark)
  • +4 more outcomes

Companies that use Hiverge

Customer profile

Named customers1 record

Segments3 records

Ideal customer profiles3 records

Hiverge technology and API

Technology

Technology focussed Yes

API detail

Has API
No
API docs
API detail

Core technology

AI maturity

App detail

Integration5 records

AI capability5 records

Feature5 records

Hiverge partnerships and signals

Strategic signal

Partnerships

Three partnerships are on record, tiered core.

  • Amazon Web Services (AWS)coreTechnology or Integration · 16 March 2026AWS provides cloud infrastructure for Hiverge's quantum algorithm discovery. Quantum algorithms generated by the Hive are simulated on powerful NVIDIA GPUs running on AWS before being validated on Quantinuum's quantum hardware.
  • NVIDIAcoreTechnology or Integration · 17 November 2025NVIDIA collaborated with Hiverge as part of hybrid quantum-AI supercomputing initiatives. NVIDIA's Grace Blackwell platform and CUDA-Q framework are used together with Hiverge's Hive platform. NVIDIA GPU-based decoders improved logical fidelity of quantum operations by more than 3% on Quantinuum's Helios quantum computer.
  • QuantinuumcoreStrategic or Co-development Partner · 2 July 2025Quantinuum partnered with Hiverge to use AI-driven automated algorithm discovery for quantum chemistry. The collaboration uses Hiverge's Hive platform with Quantinuum's InQuanto quantum chemistry platform to develop quantum algorithms for molecular electronic structure problems. Algorithms are simulated on NVIDIA GPUs before validation on Quantinuum's quantum hardware. Achieved up to 70% reduction in two-qubit gate requirements compared to state-of-the-art VQE algorithms.

Scale indicators6 records

Recent moves6 records

Expansion highlights5 records

Hiverge competitors and assessment

Company assessment

Market position

Competitive moat4 records

Key highlights6 records

Customer concentration

Hiverge social profiles

Digital presence

Hiverge financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Hiverge leadership team

Management profile

Number of profiles

Profiles3 records

Hiverge funding detail

Funding detail

Funding overview

Funding rounds1 record

Investors3 records

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

Hiverge M&A and investment

M&A and investment

M&A

Investments

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

Frequently asked questions about Hiverge

What does Hiverge do?

Hiverge sells access to its Hive platform, an AI discovery engine that automatically writes and optimizes algorithms for critical optimization problems using program synthesis technology. The platform combines large language models with advanced search algorithms and deploys multiple agents working in parallel to optimize code based on concrete metrics. Target applications include AI model training acceleration, sequential planning (logistics, aerospace, supply chain), and quantum algorithm discovery for quantum chemistry.

Is Hiverge a public or private company?

Hiverge is a private company. It is classified as venture growth investor backed and is currently operating.

When was Hiverge founded?

Hiverge was founded in 2024. It employs 1 to 10 people.

Where is Hiverge based?

Hiverge is headquartered in Cambridge, United Kingdom, in the Europe region.

How does Hiverge make money?

Two revenue lines are on record. Hive Platform Access are the primary driver. The others are algorithm Development Services.

Does Hiverge have an API?

No public API is recorded for Hiverge.

What industry is Hiverge in?

Hiverge's product category is AI Algorithmic Discovery Software. Its primary akta.pro industry code is HDAEANAD, LLMOps & Generative AI Platforms (Prompt/Agent Orchestration, RAG), with a secondary code of HDAAACAD, Prompt Engineering, Orchestration & LLMOps Tooling.

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Live signals
AInvestHiverge's AI-Driven Algorithm Engine Could Reshape Visual AI—But the Market Is Still Waiting for ProofHiverge, a startup founded by DeepMind alumni who co-developed AlphaFold and AlphaTensor, has emerged from stealth with $5 million in seed funding led by Flying Fish Ventures with participation from Jeff Dean. The company's AI platform Hive automates algorithm design for visual AI tasks such as content moderation and logistics optimization, aiming to democratize advanced algorithmic capabilities. Industry analysts note that former DeepMind employees have launched over 45 startups collectively worth $224 billion, positioning Hiverge within a broader trend of high-value AI ventures emerging from the DeepMind alumni network.Quantum ZeitgeistAI Finds Quantum Shortcuts for Simulating Molecules LiH, H2O and F2Researchers at Quantinuum, in collaboration with Hiverge, developed an AI platform called Hive that automatically discovers quantum algorithms for solving molecular ground state energy problems for LiH, H2O, and F2 molecules. The platform achieved up to 70% reduction in two-qubit gate requirements compared to state-of-the-art variational quantum eigensolver (VQE) algorithms, reducing quantum resource demands and enabling calculations on near-term quantum hardware. The discovered circuits were benchmarked on Quantinuum's System Model H2 quantum computer, establishing minimum hardware requirements for achieving chemical accuracy.HivergeHivergeHiverge used its AI algorithmic discovery tool "the Hive" to help a University of Cambridge intern break the CIFAR-10 training speed record, achieving 1.99 seconds on a single NVIDIA A100 GPU—surpassing the previous 2.59-second record by over 20% and becoming the first to break the 2-second barrier. The Hive uses program synthesis combining large language models and search to automatically evolve optimized code, allowing the intern to achieve this result in weeks without writing training loops or optimizers manually. The company notes that techniques developed for CIFAR-10 speedrunning have been applied to improve training of larger machine learning models, including language models.Cambridge Independent$5m seed funding for Hiverge ‘algorithm factory’ launched by former DeepMind teamAI startup Hiverge has secured $5 million in seed funding, led by Flying Fish Ventures with participation from Ahren Innovation Capital and Jeff Dean. The company, founded by former Google DeepMind researchers including Prof Hamza Fawzi and Bernardino Romera-Paredes—who was part of the Nobel prize-winning AlphaFold team—has developed an "algorithm factory" platform called the Hive that uses program synthesis to automatically generate and optimize tailored algorithms at scale. Hiverge's technology originated from DeepMind's AlphaTensor and FunSearch research, with the platform already tested on Airbus industrial planning problems where it produced algorithms running significantly faster than existing classical planners.The InnovatorStartup Of The Week: HivergeHiverge is a Cambridge-based startup founded by former Google DeepMind scientists that has developed an "algorithm factory" to analyze code bottlenecks, generate tailored algorithms, and provide recommendations to engineers. The company plans to make its technology accessible through cloud marketplaces such as AWS and Google Cloud. The article notes that full details are available only to paying subscribers.AI InsiderGoogle DeepMind Alumni Launch Hiverge With $5M Seed Funding for ‘Algorithm Factory’ to Discover and Deploy Algorithms Beyond Human CapabilitiesHiverge, founded by former Google DeepMind researchers Alhussein Fawzi, Bernardino Romera-Paredes, and Hamza Fawzi, has raised $5 million in seed funding led by Flying Fish Ventures with participation from Ahren Innovation Capital and Jeff Dean. The company's "algorithm factory" platform, the Hive, uses program synthesis to automatically generate tailored algorithms, achieving over 15% improvements in AI training benchmarks and delivering planning solutions for Airbus that run orders of magnitude faster than existing approaches. The funding will accelerate go-to-market, expand research capabilities, and support product development as the company targets businesses seeking algorithmic superintelligence.civilisedbank.co.ukFormer Google DeepMind Researchers Raise $5 Million to Build Cambridge-based AI ‘Algorithm Factory’Cambridge-based startup Hiverge has emerged from stealth with $5 million in seed funding to develop an AI-powered "algorithm factory" that automatically generates and optimizes algorithms for businesses. The round was led by Flying Fish Ventures with participation from Ahren Innovation Capital, Alpha Intelligence Capital, and Google chief scientist Jeff Dean. The company, founded by former Google DeepMind researchers including members of the Nobel Prize-winning AlphaFold team, has already demonstrated its technology by achieving a 10,000-times speed-up over existing aircraft-loading algorithms in the Airbus Beluga Challenge.FinSMEsHiverge Raises $5M in Seed FundingHiverge, a Cambridge-based company, raised $5M in seed funding led by Flying Fish Ventures with Ahren Innovation Capital and Jeff Dean. The funds will accelerate go-to-market, expand research, and support product development. Hiverge's platform, the Hive, has discovered AI training algorithms improving over 15% on benchmarks and faster planning algorithms for Airbus.AijournGoogle DeepMind Alumni Launch Hiverge With $5 Million Seed Funding for ‘Algorithm Factory’ to Discover and Deploy Algorithms Beyond Human CapabilitiesHiverge, a startup founded by former Google DeepMind research scientists, has raised $5 million in seed funding led by Flying Fish Ventures, with participation from Ahren Innovation Capital and Jeff Dean, to build an "algorithm factory" that uses program synthesis to automatically discover and deploy tailored algorithms for businesses. The company's platform, called The Hive, builds on work from AlphaTensor, FunSearch, and AlphaEvolve, demonstrating over 15% improvement on AI benchmarks and significantly faster algorithms for industrial planning problems. The funding will be used to accelerate go-to-market, expand research capabilities, and support product development.Business InsiderPitch Deck: Hiverge Raises $5 Million to Optimize Algorithms With AIHiverge, a Cambridge-based startup founded by former Google DeepMind scientists, raised $5 million in seed funding led by Flying Fish Ventures. The company's AI platform automates algorithm design for backend code, aiming to surpass human engineers. It plans to use the funds for go-to-market, product development, and research.