Cheapest coding LLM in India (₹)
Code generation in India in rupees: free Qwen3.8-27B, or DeepSeek V4 Flash at ₹9.11 input — a small fraction of Claude Sonnet's cost.
Low-cost code APIs: free Qwen3.8-27B, and DeepSeek V4 Flash at ₹9.11 / 1M input tokens
DeepSeek V4 Flash is a fast, low-cost way to generate code in India. ₹9.11 per 1M input tokens, ₹18.21 per 1M output tokens — about a twentieth of Claude Sonnet's per-token rates, and it holds its own on competitive programming and systems code. Billed in rupees with a GST tax invoice issued at each top-up, no international card needed.
Code benchmarks
On typical coding workloads — function generation, debugging, refactoring:
| Model | Coding strength | Input ₹/M | Speed | Notes |
|---|---|---|---|---|
| Qwen3.8-27B | Strong | 0 (free) | — | Free; open weights |
| DeepSeek V4 Flash | Strong | 9.11 | <1s | Low ₹-per-token rate |
| Qwen3 235B | Strong | 9.11 | 2–3s | Text-only |
| Claude Sonnet | Very strong | 202.46 | 2–3s | Most reliable on complex refactors |
| GPT-4o | Very strong | 253.07 | <2s | Fastest frontier option |
DeepSeek is competitive with Claude on straight logic; Qwen3.8-27B (free) can read a screenshot or diagram alongside the code; Claude tends to win on multi-file, complex refactoring where it can hold more context in mind.
Monthly cost for a coding assistant
For an IDE assistant doing ~2M input + 1M output tokens/month (a few hundred completions a day):
| Model | ₹/month |
|---|---|
| Qwen3.8-27B | ₹0 (free) |
| DeepSeek V4 Flash | ₹36 |
| Qwen3 235B | ₹74 |
| Claude Sonnet | ₹1,417 |
| GPT-4o | ₹1,518 |
At this volume, DeepSeek V4 Flash costs less per month than a single cup of chai a week — the price difference only starts to matter once you're running it across a whole engineering team.
How to code with DeepSeek V4 Flash
from openai import OpenAI
client = OpenAI(
base_url="https://api.unoblox.ai/v1",
api_key="ub-gw-…"
)
response = client.chat.completions.create(
model="deepseek-ai/deepseek-v4-flash",
messages=[{
"role": "user",
"content": "Write a function to find the longest substring without repeating characters"
}]
)
print(response.choices[0].message.content)
3-step setup for coding assistants
- Generate an API key. unoblox.ai → Playground → Keys.
- Pick your tool: Use DeepSeek with Cline, Cursor, Continue.dev, or LangChain (all OpenAI-compatible).
- Set base URL:
https://api.unoblox.ai/v1. One key works for all models.
Frequently asked questions
Q: How accurate is DeepSeek V4 Flash at code? Strong on standard coding benchmarks and in day-to-day use — great for production code, debugging, and refactoring. Edge cases like unusual async patterns or security-sensitive code are still worth a manual review, as with any model.
Q: Can I use it in Cursor or Cline? Yes. Paste your unoblox API key; set base URL to https://api.unoblox.ai/v1; pick deepseek-ai/deepseek-v4-flash.
Q: What's the context window? The window depends on the model: DeepSeek V4 Flash supports about 1M tokens, Qwen3.8-27B 262K and Claude Sonnet 1M. A 20KB codebase fits in one request on any of them.
Q: Does it support streaming?
Yes. Set stream=True in OpenAI SDK; text appears token-by-token in your IDE.
Q: Should I use V4 Flash or V4.1 Flash? V4 Flash (₹9.11) is faster, cheaper. V4.1 Flash (₹14.17) is 5% stronger on reasoning. Use V4 for most tasks; switch if hitting edge cases.
Get started in rupees → https://unoblox.ai/sign-in
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Call every major model through one OpenAI-compatible endpoint, billed in ₹ on a GST invoice.