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Cohere Aya 23 35B vs Claude Fable 5.1: Which AI Model Should You Choose?

Pricing, context windows, latency, capabilities, and a one-line code switch — everything you need to pick the right model.

xAI
Text & Chat
vs
Anthropic
Text & Chat
Verdict

Choose Claude Fable 5.1 for long documents (1.0M tokens context). Choose Cohere Aya 23 35B for shorter prompts where the smaller window keeps latency and cost down.

Side-by-side specs

SpecCohere Aya 23 35BClaude Fable 5.1
ProviderxAIAnthropic
CategoryText & ChatText & Chat
Input cost / 1M tokensn/a$12.00
Output cost / 1M tokensn/a$60.00
Context window8K tokens1.0M tokens
Max output tokens4,096128,000
Avg. latency——
Featured—Yes
New—Yes
Capabilities
text
text
image

Pricing example

A typical chat workload of 100,000 input tokens plus 50,000 output tokens.

Cohere Aya 23 35B
n/a

100K in × n/a + 50K out × n/a

Claude Fable 5.1
$4.20

100K in × $12.00 + 50K out × $60.00

Switch in one line

Both models live behind Railwail's OpenAI-compatible endpoint. Replace the model string and you are done.

JavaScript / TypeScript
import OpenAI from "openai";

const client = new OpenAI({
  apiKey: process.env.RAILWAIL_API_KEY,
  baseURL: "https://railwail.com/v1",
});

// Before — using Cohere Aya 23 35B
let r = await client.chat.completions.create({
  model: "CohereLabs/aya-23-35B",
  messages: [{ role: "user", content: "Hello" }],
});

// After — switched to Claude Fable 5.1
r = await client.chat.completions.create({
  model: "claude-fable-5-1",
  messages: [{ role: "user", content: "Hello" }],
});
Python
from openai import OpenAI

client = OpenAI(
    api_key=os.environ["RAILWAIL_API_KEY"],
    base_url="https://railwail.com/v1",
)

# Before — using Cohere Aya 23 35B
r = client.chat.completions.create(
    model="CohereLabs/aya-23-35B",
    messages=[{"role": "user", "content": "Hello"}],
)

# After — switched to Claude Fable 5.1
r = client.chat.completions.create(
    model="claude-fable-5-1",
    messages=[{"role": "user", "content": "Hello"}],
)
cURL
# Before — using Cohere Aya 23 35B
curl https://railwail.com/v1/chat/completions \
  -H "Authorization: Bearer $RAILWAIL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "CohereLabs/aya-23-35B",
    "messages": [{"role": "user", "content": "Hello"}]
  }'

# After — switched to Claude Fable 5.1
curl https://railwail.com/v1/chat/completions \
  -H "Authorization: Bearer $RAILWAIL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "claude-fable-5-1",
    "messages": [{"role": "user", "content": "Hello"}]
  }'

Which one wins for...

Quick verdicts derived from public specs. Always validate on your own workload.

Coding
Claude Fable 5.1

Higher coding category match or larger context wins.

Writing
Claude Fable 5.1

Bigger context window helps maintain long-form coherence.

Long documents
Claude Fable 5.1

The larger context window is the deciding factor.

Vision
Claude Fable 5.1

Multimodal/vision support is required for image inputs.

Real-time chat
Tie

Lower average latency wins for interactive UX.

Cost-sensitive
Tie

The model with the lower input-token price wins.

Frequently asked questions

Which is cheaper, Cohere Aya 23 35B or Claude Fable 5.1?
Cohere Aya 23 35B and Claude Fable 5.1 cannot be compared on per-token price: at least one of them has no per-token price listed (it is priced per run or not yet priced). See each model page for its current price.
Which has more context, Cohere Aya 23 35B or Claude Fable 5.1?
Claude Fable 5.1 has the larger context window at 1.0M tokens, compared to 8K tokens for Cohere Aya 23 35B.
Is Cohere Aya 23 35B better than Claude Fable 5.1 for coding?
For coding-heavy workloads we lean toward Claude Fable 5.1 on this comparison — it scores higher on the relevant heuristics (category, tags, or context window). Both models are usable for code via Railwail's OpenAI-compatible endpoint, so the safest path is to A/B test on your own prompts.
Can I use both Cohere Aya 23 35B and Claude Fable 5.1 via Railwail?
Yes. Both Cohere Aya 23 35B and Claude Fable 5.1 are accessible through a single Railwail API key and the OpenAI-compatible /v1/chat/completions endpoint. You only change the "model" parameter to switch between them — no SDK swap, no separate billing.
How do I switch from Cohere Aya 23 35B to Claude Fable 5.1?
Replace the model identifier "CohereLabs/aya-23-35B" with "claude-fable-5-1" in your request payload. Everything else — API key, base URL, request shape — stays the same. See the code example on this page for the exact one-line change.

Try Cohere Aya 23 35B and Claude Fable 5.1 side by side

One API key, one endpoint, both models. Start free — no credit card required.

Get Started FreeView Cohere Aya 23 35BView Claude Fable 5.1