Anthropic Code and project reasoning
Claude Sonnet 5.5
Review a change or plan delivery when the decision spans several sources.
Claude Sonnet 5.5 is a Claude model for work such as coding and document reasoning. Use it on TokenHot to review changes, compare visible product behavior with requirements or plan around dependencies.
- Text and image input
- Text output
- 1M-token catalog context
TokenHot's public API example uses text in Messages. The chat Playground accepts one new image attachment per message. Anthropic's adaptive thinking settings describe its own API, so confirm parameter support for your integration.
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USD /1M tokens
Pricing
| Group | Input | Output | Cache Read | Cache Write |
|---|---|---|---|---|
| default | $2 | $10 | $0.2 | $4 |
| claude-0.34 | $0.68 | $3.4 | $0.068 | $1.36 |
Public list prices are shown in USD. Final charges may vary by account group and usage tier.
Overview
What is Claude Sonnet 5.5?
Package the evidence around the decision. Label the contract, the current state and the proposal so the model can connect each finding to the right source.
Use the catalog's context window as a capacity reference. Supply relevant excerpts and request an output that reviewers can inspect. A long input does not replace source checks.
Review a change across system boundaries
Supply the proposed change, current interface contract and affected consumers. Ask for an impact review that identifies the dependency behind each finding.
Compare a screenshot with acceptance criteria
Attach one screenshot and supply the acceptance checklist as text. Ask for visible pass, fail or unknown items with a reason for each.
Plan delivery gates around a blocker
Provide the milestones, constraints and dependency owners. Request a phased plan that keeps a blocked path separate from work that can continue.
From brief to deliverable
Put Claude Sonnet 5.5 to work
Engineering teams
Review a change across system boundaries
Supply the proposed change, current interface contract and affected consumers. Ask for an impact review that identifies the dependency behind each finding.
- Tools you need
- Labeled source material, a review checklist and a reviewer.
- Keep in mind
- Check findings in the real repository and run validation separately.
View a task brief
Compare the proposal with the current contract. For each affected consumer, cite the relevant clause and suggest a test. Separate confirmed incompatibilities from assumptions.
Product and QA teams
Compare a screenshot with acceptance criteria
Attach one screenshot and supply the acceptance checklist as text. Ask for visible pass, fail or unknown items with a reason for each.
- Tools you need
- Labeled source material, a review checklist and a reviewer.
- Keep in mind
- Behavior outside the screenshot needs independent verification.
View a task brief
Review the screenshot against the supplied checklist. Give each item a pass, fail or unknown status with visible evidence. Explain how to verify the unknown items.
Delivery and platform teams
Plan delivery gates around a blocker
Provide the milestones, constraints and dependency owners. Request a phased plan that keeps a blocked path separate from work that can continue.
- Tools you need
- Labeled source material, a review checklist and a reviewer.
- Keep in mind
- A plan requires owner review before changes are scheduled.
View a task brief
Turn the notes into a staged plan. Show dependencies, name the check for each gate and split out work that can continue while the blocker remains open.
Capabilities in context
Key features
| Feature | What you get | Why it matters |
|---|---|---|
| TokenHot model ID | claude-sonnet-5-5 | Use this exact value in the model field. |
| Catalog modalities | Text and image input, text output | Use a supplied image as evidence and ask for a written result. |
| Catalog context | 1M tokens | Send the relevant material and leave room for the answer. |
| TokenHot API example | Text request through /v1/messages | Start with the published request and confirm additional fields for your endpoint. |
| Anthropic adaptive thinking | On by default on the Claude API | Anthropic documents effort settings for its API. Check what the TokenHot endpoint exposes before relying on those settings. |
TokenHot's catalog and request example describe this route. Anthropic's model documentation describes the Claude API. Scenario art was made with ImageGen to illustrate the workflows. TokenHot model details · Anthropic Claude Sonnet 5.5 notes · Anthropic thinking configuration
Audience & fit
Where Claude Sonnet 5.5 fits
Engineering teams
An impact review with evidence and checks for each affected consumer.
Product and QA teams
An evidence checklist separating visible mismatches from items that need a test.
Delivery and platform teams
A staged plan with decision gates and a path for unresolved dependencies.
Cost context
Plan the cost of a useful result
Check current rates
Use the TokenHot pricing table for the model and account group.
Measure accepted work
Include retries and review when comparing the cost of a usable result.
Limit the evidence packet
Keep the source material relevant and specify a response format sized to the task.
Use the current pricing table for available rates and account groups. Model IDs and prices come from TokenHot’s catalog; provider pricing and subscriptions are separate.
API
Code examples
curl --location --request POST 'https://api.tokenhot.ai/v1/messages' \
--header 'Authorization: Bearer <token>' \
--header 'Content-Type: application/json' \
--data-raw '{
"model": "claude-sonnet-5-5",
"messages": [
{
"role": "user",
"content": "What can you do?"
}
],
"max_tokens": 100
}'Blog
Related Articles
FAQ
Frequently asked questions
What is Claude Sonnet 5.5 best suited for?
Claude Sonnet 5.5 is suited to the input, output, and capability types listed on this page. Test production workloads before choosing it for a critical system.
How is Claude Sonnet 5.5 priced?
Pricing is shown in the pricing section above. Actual cost depends on usage volume, account group, and the request payload.
How can I call Claude Sonnet 5.5?
Use the model ID shown above with one of the supported API protocols. Code examples are provided when usage data is available.
Which model ID do I use for Claude Sonnet 5.5?
Use claude-sonnet-5-5 in the model field of the TokenHot request.
What does the published TokenHot API example show?
The page shows a text request to /v1/messages. Confirm additional parameters and image payloads for the endpoint before integrating them.
Can I attach a screenshot in the Playground?
Yes. The chat Playground accepts one new image attachment per message and returns a written response.
Can I configure adaptive thinking?
Anthropic documents adaptive thinking and effort on its Claude API. Check parameter availability for the TokenHot endpoint you use.
When should I compare with Claude Haiku 5.5?
Compare the same repeatable routing or extraction cases on Haiku when a narrow output format and a clear policy are enough.
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API