Run anything. Own nothing.
On-demand compute for inference, batch workloads, embeddings, document pipelines, and fine-tuning. Billed by consumption.
FelixSphere provides the compute, data, model access, and self-learning intelligence companies need to build and operate AI. Use one layer, or let us deliver all four as one solution.
Each layer is its own product, with its own site. Together they are everything a company needs to put AI into production.
On-demand compute for inference, batch workloads, embeddings, document pipelines, and fine-tuning. Billed by consumption.
Expert-generated training and evaluation data with verifiable provenance. Expanding into robotics, multimodal, and world-model data.
Access 300+ AI models through one API with routing, failover, observability, and enterprise controls.
Turn everyday business work and human corrections into measurable, evaluated improvements.
Gives AI the resources to run.
Gives AI the knowledge to learn.
Give applications intelligence.
Puts intelligence into work and keeps improving it.
When the layers come from one company, data flows into models, models run on compute you do not have to own, and every correction your team makes flows back as a learning signal. FelixSphere integrates the entire stack.
Need tokens? Use UnifyAPI. Need data? Use UnifyData. Want your support organization to run on AI that keeps improving? FelixSphere delivers all four layers as one solution.
Inference and batch capacity for live conversations and nightly evaluation runs.
Historical tickets, knowledge base content, and expert-written domain examples.
Model access through UnifyAPI, with routing and failover across providers.
UnifyAI turns agent corrections into evaluated, reversible improvements.
Executes predefined workflows.
Answers questions. Stays the same.
Learns from corrections and outcomes. Ships only proven improvements.
For AI to keep learning from your business, it has to run where your data lives, train on that data, and improve your own models, with every change gated by evaluation. That is why FelixSphere delivers it as a full-stack solution.
Private or self-hosted, behind Unify Gateway, so customer data stays under your control.
Historical records, expert-generated examples, and every correction your team makes.
Fine-tuning and batch evaluation on compute you do not have to own.
Choose, route, and compare foundation models through UnifyAPI.
UnifyAI promotes a new version only when it wins on held-out cases.
FelixSphere deploys, operates, and improves the whole system with you.
Turn human expertise and the physical world into data AI can learn from, with a record of how every example was made.
Data for training, tuning, and evaluating models.
Pre-training · Post-training · Expert-generated · RL and preference · Evaluation and benchmarks · Enterprise datasets
Learn more →Data for robots that act in the physical world.
Ego-view · Wrist camera · UMI · Tactile · Teleoperation · Human demonstrations
Learn more →Data for models that understand how the world works.
Video · Multimodal · Spatial · Physical-world observation · Real-world interaction · Video-language
Learn more →Bring the workload. Run it on demand. Pay for the usage. No reservations, no capacity planning.
UnifyAPI gives you models from leading AI providers through one key, one bill, and one OpenAI-compatible endpoint, with routing, failover, and data policies enforced at the gateway.
Idle clusters, reserved capacity you are not using, or spare GPUs in your data center. We put it to work on AI workloads.
Domain datasets, enterprise corpora, robotics and video captures, or expert work. We review it, record provenance, and bring it to AI teams.
Unused AI model and API credits from providers you have committed to. We turn them into capacity for UnifyAPI traffic.
Unify Gateway sits between your apps, agents, and employees and every model provider. Observability, cost control, compliance, and identity, enforced on every request. Self-hosted, in your environment.
Every request, visible
Spend with an owner
A trail you can explain
Know what is calling
Support AI that learns from every resolved ticket.
Learn more →Sales AI that learns how your team actually wins.
Learn more →Marketing AI that improves from results, not guesses.
Learn more →Finance AI that learns your processes and proves every change.
Learn more →AI that knows your industry, built on data from people who do.
Learn more →Tell us what you want AI to do in your business. We will map it to compute, data, models, and intelligence, and deliver it as one solution.