One balance
Use models, runtimes, voice, and data services without managing a separate account and balance for each one.
TABTIN CREDITS
One balance for every resource your task needs
Let your Agent draw on models, secure runtimes, voice, data, and device services as the work unfolds—without opening and funding a separate account for each provider.
TabTin
TabTin CreditsWorks across resources
Follows the task · Used as needed
MModelsRRuntimeVVoiceKKnowledgeDDevicesDData
LESS SETUP · FULL CONTROL
Less account management. No loss of control.
Bring scattered accounts, resources, and usage records together while keeping every source and choice visible.
Resources that follow the work
An Agent can move between providers as a task requires, instead of breaking the workflow at every vendor boundary.
Usage by task
See where each resource came from and how it was used, grouped around the work your team actually did.
Managed and bring-your-own
Use TabTin Credits alongside your own API keys, cloud accounts, and enterprise agreements.
ONE PASS · REAL WORK
Start with the task, not a stack of provider accounts.
The same balance moves with the work, so your Agent can call the right resource at each step.
Produce a research report
Move from source discovery to a finished report with search, document understanding, reasoning, and generation in one task.
- Web search
- Document parsing
- Model reasoning
- Image generation
Ship a code change
Give the Agent a real environment to implement, verify, and deliver—not just describe what the code should do.
- Model collaboration
- Secure runtime
- Build and test
- Log storage
Turn a meeting into action
Convert a conversation into usable team context, then carry it forward into the next deliverable.
- Speech recognition
- Summarization
- Live translation
- Document creation
RESOURCE SPECTRUM
More than models: the full set of resources real work needs.
Models, runtimes, voice, knowledge, devices, and infrastructure can all sit within the same resource pool.
01
Models and generation
Give Agents the ability to understand, reason, and create.
- Large-language and multimodal inference
- Embeddings and reranking
- Image and video generation
02
Agent runtimes
Give each task a real, executable workspace.
- Secure Agent runtimes
- CPU, GPU, and memory
- Builds, tests, and long-running jobs
03
Voice and media
Help people and Agents listen, speak, and work with media.
- ASR speech recognition
- TTS speech synthesis
- Audio/video processing and understanding
- Live translation and dubbing
04
Content and knowledge
Turn scattered information into useful context.
- OCR and document parsing
- Vector retrieval and knowledge indexing
- Web search, crawling, and extraction
05
Browsers and devices
Let Agents enter real websites and remote devices to complete work.
- Cloud browsers and automation
- Proxy networks and data transfer
- Cloud phones and remote desktops
06
Data and infrastructure
Store, move, and observe everything a task produces.
- Object storage, CDN, and network transfer
- Databases, caches, and messaging
- Logs, metrics, and traces
TRACEABLE BY TASK
Every use has a clear trail.
Convenience should not hide consumption. Each task keeps a record of resource sources, usage, and totals, so individuals understand the cost and teams can review it together.
TASK · 0248Produce a research report
01Web searchContent and knowledgeMetered
02Document parsingContent and knowledgeMetered
03Model reasoningModels and generationMetered
04Image generationModels and generationMetered
Resource sourceTraceable item by itemUsage viewGrouped by taskOne record for every task
OPEN BY DEFAULT
Convenient, without lock-in.
TabTin remains open source.Credits simplify access, billing, and usage records for runtime resources. They do not place TabTin’s open-source capabilities behind a paywall.
RESOURCE PARTNERS
Bring dependable resources into an open Agent workflow.
We welcome partnerships with model, compute, voice, data, and cloud infrastructure providers.
Partner on cloud resources