Three inference modes
Route calls through your own provider accounts, Inferock Serve, or Inferock Dedicated, depending on whether you need observability, managed serverless access, or reserved capacity.
Inferock
Inferock is an inference observability and accountability service that records per-call evidence for LLM requests across customer-managed provider keys, prepaid serverless inference, and dedicated capacity. It helps developers and teams inspect failures, usage, timing, cost context, and eligible remedies.
Inference observability and accountability
Inferock is an inference accountability and observability service for teams and developers routing selected large-language-model calls through a measured gateway. It supports three operating modes: Inferock Watch for calls made with customer provider keys, Inferock Serve for prepaid serverless inference through Inferock, and Inferock Dedicated for reserved capacity configured by agreement.
The service records evidence around each observed call, including the request path, response, timing, usage, cost context, and failure details. This helps users investigate unusable or failed responses and understand the effective cost of usable inference. Its intended confidential routes are designed for end-to-end encrypted content handling through a verified confidential workload, but route qualification is model- and configuration-specific and does not apply to ordinary Inferock Watch connections.
Accountable inference capabilities
Per-call measurement
Inspect per-call quality findings, timing, token usage, available cost data, provider responses, and recorded failure evidence in the Calls workflow.
Auditable receipts
Use receipts and ledger records to separate platform-fee statements, credit activity, usage, retries, failures, and billing-related evidence.
Qualified confidential routes
The intended confidential route is designed to keep content encrypted between the client and a verified confidential workload, with qualification evidence required for the specific model and configuration.
Defined remedies for eligible failures
Inferock Serve can provide bounded, non-cash service credits for eligible objective provider failures under agreed terms; Dedicated service levels and credits are defined by agreement.
Developer workflow and documentation
Documentation covers account and key setup, first calls, model IDs, pricing, receipts, credits, admission limits, and troubleshooting.
Practical uses
Monitor provider-backed applications
Connect provider keys and review measured calls to see quality findings, timing, usage, cost visibility, and where requests fail without changing the provider billing relationship.
Run serverless inference
Use Inferock Serve when a team wants model access and independent measurement through a prepaid service without managing a provider API key directly.
Investigate failed calls
Trace an unusable response or provider failure from the report to the underlying call, then review the recorded evidence and any applicable service-credit status.
Analyze usable-response cost
Evaluate the effective cost of inference by comparing billed calls with responses the application could actually use, including the impact of retries and unusable outputs.
Plan dedicated capacity
Discuss workload requirements with Inferock when an application needs reserved capacity, an agreed configuration, and service terms defined before provisioning.
Pros and Cons
Pros
- Provides independent per-call receipts covering response, timing, usage, cost context, and failure evidence.
- Offers distinct deployment choices: customer-owned provider keys, prepaid serverless inference, and dedicated capacity.
- Includes observability for Inferock Serve and Inferock Dedicated usage, while Inferock Watch observability is free on the user's own provider keys.
- Documents eligible failure remedies, including bounded non-cash credits for qualifying Inferock Serve failures under agreed terms.
Cons
- Availability of models, regions, capacity, and service terms must be confirmed; creating an account does not guarantee access.
- The intended confidential route is not a blanket encryption guarantee and does not apply to ordinary Inferock Watch connections.
- Some evidence is available only for traffic routed through or observed by Inferock; it does not replace provider invoice records.
FAQ
How do I get started with Inferock?
Sign up, then choose Inferock Watch, Inferock Serve, or Inferock Dedicated. Watch uses your provider keys; Serve is prepaid through Inferock with models and service terms confirmed during onboarding; Dedicated is configured and priced by agreement before provisioning.
How do Inferock's products differ in price and setup?
Inferock Watch is free on your own provider keys, with provider usage billed separately. Inferock Serve is prepaid and charges a 10% total service fee on actual supplier cost, while Inferock Dedicated is priced under an agreed capacity quote.
What happens when an inference call fails?
Inferock records the request path, provider response, timing, usage, charge context, and failure evidence. The resulting report identifies what failed, what it cost, and whether the event is report-only or eligible for an Inferock Serve service credit.
Is inference through Inferock encrypted end to end?
The intended confidential route is designed to encrypt content end to end between the client and a verified confidential workload, where the model processes decrypted content inside that workload. The route must be qualified with evidence for its exact model and configuration; this protection does not apply to ordinary Inferock Watch connections.
Which Inferock option fits my workflow?
Inferock Watch uses your provider accounts and provides observability without an Inferock Watch charge. Inferock Serve provides supported model access without requiring a provider API key, while Dedicated reserves capacity for a workload under an agreement.
Quick Facts
- Category
- AI inference observability
- Modes
- Inferock Watch, Inferock Serve, and Inferock Dedicated
- Primary users
- Individual developers, product teams, and enterprises
- Access model
- Web account, provider keys for Watch, prepaid Serve, or agreed Dedicated capacity
- Documentation
- Quickstart, calls, receipts, credits, pricing, limits, and support guides
- Website
- inferock.ai
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