DeepSeek V3.2 API โ cost-effective reasoning for Chinese workloads
Deliver strong Chinese-language comprehension, math reasoning, and instruction following with a budget-friendly token price.
Chinese-first tuning
Understands colloquial, formal, and domain-specific Mandarin.
Math reasoning
Chain-of-thought reinforcement keeps calculations accurate.
Prompt efficiency
Template-friendly prompts minimise token usage across flows.
Controlled outputs
Switch between summary, Q&A, critique, and continuation modes.
Try a prompt in seconds
Language preference
Chinese
Automatically adapts to bilingual prompts when needed.
Reasoning mode
Chain-of-thought
Retain intermediate reasoning steps to improve accuracy.
Output style
Markdown list
Ship ready-to-paste content for communities or classrooms.
Output example
Combine summaries, analysis, and practice questions in a single response.
Affordable reasoning at scale
Token-based billing keeps large conversation costs predictable.
Start from day one with zero minimums and live usage analytics inside the dashboard.
- Latency-optimised global POP routing
- Automatic retries and circuit breaking
- Per-request billing insights in real time
Ideal for fast-growing teams that want predictable discounts and proactive quota alerts.
- Priority capacity reservations
- Team workspaces with audit trails
- Custom rate and budget controls
Tailored SLAs, private regions, and compliance workflows for regulated workloads.
- Private networking options
- Dedicated solutions engineer
- Custom invoicing and procurement
Invoke DeepSeek
Create a workspace and API key
Provision long-lived or temporary keys from the Transend dashboard and configure which providers are available to your team.
Call POST /chat/deepseek-v3.2
Supports function calling, templated prompts, and structured outputs.
Ship the result to production
Each response returns task identifiers, elapsed time, and cost metadata. Wire it into your app with webhooks, polling, or background jobs.
curl -X POST "https://api.transendai.net/v1/chat/deepseek-v3.2" \
-H "Authorization: Bearer $TRANSEND_API_KEY" \
-H "Content-Type": "application/json" \
-d '{
"messages": [
{"role": "system", "content": "ไฝ ๆฏไธไธชๆๅญฆๅฉๆ"},
{"role": "user", "content": "่ฏทๆป็ป่ฟ็ฏๆ็ซ ๅนถๅบ้ข..."}
],
"response_format": {"type": "markdown"}
}'
Chinese reasoning models
| Model | Chinese fluency | Reasoning | Cost | Tools |
|---|---|---|---|---|
| DeepSeek V3.2 | โ โ โ โ โ | โ โ โ โ โ | $4 / 1M | โ |
| GPT-5 Pro | โ โ โ โ โ | โ โ โ โ โ | $18 / 1M | โ |
| Claude Sonnet 4.5 | โ โ โ โ โ | โ โ โ โ โ | $15 / 1M | โ |
Education teams love DeepSeek
Teams across finance, creative studios, and indie hackers ship production workloads with Transend AI.
โDeepSeek V3.2 API helped us ship a usable MVP in under a week while cutting inference spend by 30%.โ
โLatency is steady, failover is automatic, and on-call runs are finally quiet again.โ
Answers for builders
Didn't find what you need? Email [email protected] โ we reply within 12 hours.
Which regions does the DeepSeek V3.2 API support?
Transend operates POPs in us-east, us-west, eu-central, and ap-southeast. The platform routes to the closest region automatically, and enterprise plans can request private regions or custom data residency.
Can we stream logs into our own observability stack?
Yes. Forward operational events through webhooks or export APIs into Datadog, Grafana, BigQuery, or any system that can ingest JSON streams.
How do we enforce budgets?
Real-time spend analytics live in the dashboard. Define model, team, or tag-based alerts and automatically throttle or downgrade when a budget threshold is reached.
Ready to ship with DeepSeek V3.2 Exp API?
Deploy unified AI experiences with a single API key. No quota bureaucracy, just blazing fast inference on the models your team loves.