Reflection
Open-weight frontier AI models, APIs and sovereign enterprise deployment.
Available information varies by company and source.
Profile record updated:
Company facts
- Official name
- Reflection AI, Inc.
- Entity type
- COMPANY
- Founded
- 2024
- Headquarters
- United States
- Company size
- 50–200
- Market role
- B2B SaaS Provider
- Official website
- reflection.ai
What Reflection does
Reflection develops proprietary open-weight AI models, then commercialises access through a hosted API platform and customer-controlled deployment environments. It creates value for organisations that require model inspection, fine-tuning, self-managed infrastructure and disconnected deployment. Enterprise and public-sector implementations are supported by a forward-deployed team that designs, integrates and deploys AI applications alongside customer engineering teams.
Category differentiation
Reflection is an enterprise frontier-AI model developer and deployment platform, not a consumer reflection or reputation-management application. It provides open-weight models and controlled infrastructure deployment rather than advertising technology or marketing software.
Strategic context
AI-supported assessment from the existing company research; distinguish interpretation from sourced facts.
Reflection AI, Inc. is a private US artificial-intelligence company developing open-weight frontier models and the infrastructure used to serve and deploy them. Its Beam model is a 501-billion-parameter sparse mixture-of-experts model for coding, reasoning and agentic workloads. The company serves models through its API platform and supports customer-controlled private-cloud, on-premises, air-gapped and edge deployments. Reflection sells to developers, enterprise technology teams, regulated organisations, governments and sovereign entities. It earns revenue through API and platform fees, recurring subscriptions and invoicing arrangements, negotiated enterprise deployment agreements, and forward-deployed implementation services. Its differentiation is the combination of inspectable open weights with controlled deployment options for customers requiring sovereignty, customisation and operational control.
Company news briefing
Briefing updated:
Reflection AI has recently expanded its open-weight model portfolio with the launch of 'Beam', a 501B-parameter mixture-of-experts model targeting enterprises and sovereign nations. Backed by substantial funding and compute deals utilising infrastructure providers like SpaceX's Colossus, the company continues to position its models competitively against global alternatives. Furthermore, Reflection has secured strategic AI deployment agreements with public sector entities such as the U.S. Pentagon.
Business model & monetisation
Reflection monetises paid API and platform access under commercial terms with pricing documentation, including standard fees, discounted services, recurring subscriptions and periodic invoicing. It also sells negotiated enterprise deployment arrangements for controlled infrastructure environments and charges for forward-deployed implementation work. The public-beta API provides free access subject to daily usage limits; fixed public pricing for model licences, enterprise deployments and Solutions engagements is not disclosed.
- API and hosted Platform access
- Usage-based and commercial service fees
- Enterprise controlled deployments
- Negotiated software subscription and licensing arrangements
- Forward-deployed Solutions engagements
- Professional service fees
Products & capabilities
No products with linked sources are available in this view.
Products & market categories
Technology
Recent recorded signals
Dates refer to the source publication. Older entries are historical context, not evidence of a new event.
Reflection AI launches open-weight model Beam at lower compute cost
AI Models · Recorded impact score: 4/5
Reflection AI has launched Beam, a 501B-parameter open-weight MoE model that claims to match Z.ai's GLM-5.2 on reasoning benchmarks while using 3-4x less inference compute. Trained on 23.8T tokens with a 1M context window, Beam targets enterprises and sovereign nations. Reflection, backed by Nvidia and Sequoia, has raised ~$4.7B and signed $7B in compute deals. Independent analyses place Beam around GLM-5.2 but below DeepSeek V4 Flash. Weights and technical details release this month. Separately, Mistral released a 1T-parameter model. In consumer AI, a16z partner Olivia Moore notes ChatGPT's dominance, but sees opportunity in alternative monetization and underserved categories. Only 2.2% of U.S. households pay for AI, yet Moore remains optimistic.
- Reflection AI launched Beam, a 501B-parameter open-weight MoE model with 23B active parameters, trained on 23.8T tokens and a 1M context window.
- Reflection claims Beam matches Z.ai's GLM-5.2 on reasoning benchmarks while using 3-4x less inference compute, with independent analyses placing it below DeepSeek V4 Flash on some tests.
Explore company relationships
Questions about Reflection
What is Reflection?
Reflection is a private AI company that develops open-weight frontier models, hosted APIs and controlled enterprise deployment environments.
Who uses Reflection?
Developers, technology companies, enterprises, regulated institutions, governments and sovereign entities use Reflection to build and deploy AI applications.
How does Reflection make money?
Reflection earns revenue from paid API and platform access, recurring commercial agreements, negotiated enterprise deployments and forward-deployed implementation services.
Sources & coverage
This profile uses public, official and technically observable information. Missing information does not prove that a product or relationship does not exist. The list below does not imply that every profile statement has been verified.
23 publicly documented primary sources and citations linked across the market graph.
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