Our take: Choose DeepSeek when you want to call a 1M-context model through an OpenAI- or Anthropic-compatible API and pay per token, ideally scheduling heavy jobs off-peak.
Main limitation: API prices double during peak hours (01:00-04:00 and 06:00-10:00 UTC on weekdays), and the chat app terms were not verifiable
By the AI Tool Atlas editors.
Based on the vendor's official documentation; we have not tested this product hands-on. What “documented overview” means
Who should use DeepSeek
Choose DeepSeek when you want to call a 1M-context model through an OpenAI- or Anthropic-compatible API and pay per token, ideally scheduling heavy jobs off-peak. Based on the vendor's documentation, not on a hands-on test.
Best for: Developers using an API
Also a good fit for
Cost-conscious token users
Consider another tool if aPI prices depend on peak or off-peak hours
Or if
Vision is listed for deepseek-flash only
Chat app terms not verified here (chat.deepseek.com blocked automated access)
DeepSeek in the news
Headlines from US outlets, selected automatically — not endorsements. Updated Oct 5, 2026
Prices checked Oct 5, 2026 on the official US pricing page. Official pricing ↗ Prices and limits change often.
The official DeepSeek pricing page as we saw it. api-docs.deepseek.com, captured Oct 5, 2026
Free access and trial conditions
Chat app free status not confirmed; the fetched chat site returned an error to the bot. The API deducts from a granted balance first, then a topped-up balance.
Not documented in fetched pages; granted balance is mentioned in deduction rules.
None listed beyond per-token usage; vendor reserves the right to change prices.
Not stated.
What is DeepSeek, and how does it work?
DeepSeek is an AI lab whose site offers a web chat with DeepThink and Search modes, plus a developer API platform.
The API docs list the deepseek-flash and deepseek-v4-pro models with OpenAI-format and Anthropic-format endpoints, billed per million tokens in USD.
DeepSeek's official site: how the product presents itself. deepseek.com, captured Oct 5, 2026
What you provide and what you get back
What you give DeepSeek and what comes back, from its documentation
You provide
Text prompts in chat
API messages (OpenAI or Anthropic format)
Images (deepseek-flash only)
You get back
Text answers
JSON output
Tool-call results
Where you can use it
Platforms
Web, API
Account
Required
Models / versions
deepseek-flash (DeepSeek-V4.1-Flash) and deepseek-v4-pro (DeepSeek-V4-Pro-0813)
What people use DeepSeek for
Scenarios are worked out by our editors from the documentation; the actual result depends on your input and plan.
Feature overview on the official site. deepseek.com, captured Oct 5, 2026
DeepThink mode
Switches the model to its thinking mode before answering; the API docs say deepseek-flash supports both thinking (default) and non-thinking modes. Better answers on multi-step reasoning tasks
Access: Chat app toggle and API thinking parameterLimit: Thinking tokens add to output cost; FIM completion works in non-thinking mode onlysource (opens in a new tab)
Search mode
Lets the chat assistant look up web results when answering. Fresher answers than the model alone
Access: Chat app toggleLimit: Not covered by the API pricing page; details unverifiedsource (opens in a new tab)
OpenAI-format API endpoint
Exposes the models at https://api.deepseek.com in the OpenAI request format, with JSON output, tool calls and the Responses API. Existing OpenAI-style client code works with a changed base URL
Access: API key and a funded balanceLimit: Prices follow the peak/off-peak schedulesource (opens in a new tab)
Anthropic-format API endpoint
Exposes the same models at https://api.deepseek.com/anthropic in the Anthropic request format. Tools built for the Anthropic API, including agent tools, can point at DeepSeek
Access: API key and a funded balanceLimit: Model support follows the two listed models onlysource (opens in a new tab)
DeepSeek pros and cons
Reasons to choose DeepSeek
Per-token API pricing is published openly Costs are predictable from a public per-million-token tabledocumentedsource (opens in a new tab)
Off-peak rates are half of peak rates Heavy batch jobs can be moved to off-peak hours and cost halfdocumentedsource (opens in a new tab)
API supports tool calls and JSON output Structured output and agent tool use work through the APIdocumentedsource (opens in a new tab)
Official docs list agent integrations Coding agents can be connected without custom gluedocumentedsource (opens in a new tab)
Check before paying for DeepSeek
API prices depend on peak or off-peak hours Budgeting needs to account for time-of-day ratesdocumentedsource (opens in a new tab)
Vision is listed for deepseek-flash only Image input is unavailable on deepseek-v4-prodocumentedsource (opens in a new tab)
Chat app terms not verified here (chat.deepseek.com blocked automated access) Privacy and chat plan questions stay open until confirmeddocumentedsource (opens in a new tab)
API billed from a topped-up or granted balance You need to top up before the API works beyond granted creditdocumentedsource (opens in a new tab)
How to use DeepSeek for calling the DeepSeek API from your own code
Set up DeepSeek
Create or sign in to a DeepSeek platform account and open the API keys page.
Top up the balance (or use any granted balance) so requests can be billed.
Create an API key and store it as an environment variable.
Point an OpenAI-compatible client at https://api.deepseek.com (or the Anthropic-format URL).
Example: calling the DeepSeek API from your own code
Set the model to deepseek-flash and choose thinking or non-thinking mode.
Send a chat request with a system message and the text to process.
Request JSON output if your code parses the answer.
Run bulk jobs outside peak hours to pay the off-peak rate.
Review and export the result
Confirm the response parses as valid JSON.
Compare token usage on the platform with the price table to estimate cost.
Example prompt suggested by our editors (not a recorded output of the product)
You are a support triage assistant. Classify the ticket below as billing, bug or feature_request and return JSON with keys category and one_line_summary.
Ticket: "I was charged twice for my October invoice and need a refund."
DeepSeek integrations and API
Plan comparison on the official pricing page. api-docs.deepseek.com, captured Oct 5, 2026
Native integrations and export formats
Export: JSON output (API)
API access and separate billing
DeepSeek has no public API in its official documentation. OpenAI-format and Anthropic-format base URLs; Agent Integrations section lists coding agents. API documentation ↗
Other tools to consider instead of DeepSeek
"Better suited" is based on documented features and pricing, not on a head-to-head test.
ChatGPT: better suited to a polished consumer assistant with apps
Claude: better suited to long-document analysis and coding with Anthropic models
Google Gemini: better suited to multimodal use inside Google products
When does DeepSeek charge the lower off-peak rate?
Off-peak applies to every hour except 01:00-04:00 and 06:00-10:00 UTC on weekdays (Chinese public holidays count as off-peak), and costs half the peak rate. source (opens in a new tab)
What is the difference between deepseek-flash and deepseek-v4-pro?
Both have 1M context, 384K max output, JSON output and tool calls. Flash supports vision and is cheaper (peak $0.30 input cache-miss, $1.20 output); Pro does not support vision (peak $1.32 / $3.96). source (opens in a new tab)
Can I use my Anthropic or OpenAI client code with DeepSeek?
Yes. The docs list https://api.deepseek.com for the OpenAI format and https://api.deepseek.com/anthropic for the Anthropic format. source (opens in a new tab)
How is the API billed?
Cost equals tokens times price, deducted from a granted balance first and then your topped-up balance. source (opens in a new tab)
Are the legacy deepseek-v4-flash model names still usable?
They are still accepted, but the old models are retired; requests are served by DeepSeek-V4.1-Flash and billed at the Flash price. source (opens in a new tab)
Not verified: Chat app free status and plans; Privacy policy: training use, retention, commercial use; Mobile/Desktop availability; Account requirement details; US availability.
How we documented and maintain this page
Every fact about DeepSeek above comes from the 3 official pages listed here, last compared on Oct 5, 2026; we have not run DeepSeek ourselves, so it has no editorial score. How we check and re-check pages.
Article updated Oct 5, 2026; prices checked Oct 5, 2026. Outbound links to vendors are plain links; we do not earn commissions. How we review · Report an error