Inference & pricing
Model comparison

Vikasit 3 Coder vs claude-sonnet-4-6

claude-sonnet-4-6 is a frontier coding model; Vikasit 3 Coder is a cost-efficient coding specialist. Sonnet leads on the hardest multi-file refactors and reasoning. Vikasit 3 Coder handles the bulk of day-to-day coding at a small fraction of the output cost.

Pricing comparison

MetricVikasit 3 Coderclaude-sonnet-4-6
Input ($ / 1M tokens)$1.20$3.00
Output ($ / 1M tokens)$4.80$15.00
Blended (3:1 in:out)$2.10$6.00
OpenAI-compatible APIYesYes

Prices are per 1M tokens in USD. Blended cost assumes a 3:1 input-to-output token ratio, a common pattern for chat and generation workloads. Actual cost depends on your traffic. Vikasit 3 Coder is available through the Vikasit Inference API.

Choose Vikasit 3 Coder when

  • High-volume routine coding where cost compounds
  • You want most coding tasks done cheaply and well
  • Output-token cost dominates your bill

Choose claude-sonnet-4-6 when

  • Frontier-level, complex multi-file engineering
  • Hardest reasoning-heavy refactors
  • Top quality on a slice of critical tasks

Quick start with Vikasit 3 Coder

Call Vikasit 3 Coder through the OpenAI-compatible Vikasit Inference API at https://api.vikasit.ai/v1. Change two lines in your existing OpenAI code — the base URL and your key.

from openai import OpenAI

client = OpenAI(
    base_url="https://api.vikasit.ai/v1",
    api_key="sk-vikasit-...",
)

resp = client.chat.completions.create(
    model="vikasit-3-coder",
    messages=[{"role": "user", "content": "Hello!"}],
)
print(resp.choices[0].message.content)

FAQ

Is Vikasit 3 Coder cheaper than claude-sonnet-4-6?

Per 1M tokens, Vikasit 3 Coder costs $1.20 input / $4.80 output, while claude-sonnet-4-6 costs $3.00 input / $15.00 output. On output tokens — which usually dominate generation cost — Vikasit 3 Coder is the cheaper option.

Can I call Vikasit 3 Coder with the OpenAI SDK?

Yes. The Vikasit Inference API is OpenAI-compatible. Point any OpenAI SDK at https://api.vikasit.ai/v1 with your Vikasit API key and set the model id — chat completions, streaming, and tool calls all work.

Should I choose Vikasit 3 Coder or claude-sonnet-4-6?

claude-sonnet-4-6 is a frontier coding model; Vikasit 3 Coder is a cost-efficient coding specialist. Sonnet leads on the hardest multi-file refactors and reasoning. Vikasit 3 Coder handles the bulk of day-to-day coding at a small fraction of the output cost.

Start with Vikasit 3 Coder

Get an API key and 2M free tokens a day on Vikasit Nova. Pay-as-you-go, no minimums, OpenAI-compatible.