reka · Efficient
Reka Edge 2603
Reka's compact multimodal model for visual understanding and tool use, served directly by Reka.
- Tools
- Vision
- Structured output
- Input
- Text, Images
- Output
- Text
- Discovery tier
- Efficient
Pricing
USD per 1M tokens- Input
- $0.11
- Output
- $0.11
Reference prices as published by the model provider. API example
Specifications
- Context window
- 16.4K
- Max output
- 16.4K
- Average output (7 days)
- 30 tokens
- Longer than 1% of 468 models
Side by side
Reka Edge 2603 compared
Specifications, prices, speed and benchmark scores next to each other. Benchmarks below show every compared model too.
| Reka Edge 2603rekaThis model | Claude Haiku 5.5AnthropicRemove | |
|---|---|---|
| Provider | reka | Anthropic |
| Discovery tier | Efficient | Efficient |
| Added | Oct 15, 2026 | Oct 7, 2026 |
| Limits | ||
| Context window | 16.38K | 1MBest |
| Max output | 16.38K | 128KBest |
| Average output | 30 tokens | 1.5K tokens |
| Pricing, USD per 1M tokens | ||
| Input | $0.11 | $0.10Best |
| Output | $0.11Best | $0.50 |
| Cache read | — | $0.01 |
| Cache write | — | $0.13 |
| Performance | ||
| Throughput | — | 274.2 tok/s |
| Time to first token | — | 4.2 s |
| Request success (24h) | — | 99.9% |
| Benchmark indexes | ||
| Intelligence Index | — | 43.4 |
| Capabilities | ||
| Reasoning | No | Yes |
| Tools | Yes | Yes |
| Vision | Yes | Yes |
| Structured output | Yes | Yes |
| PDF input | No | Yes |
| Reasoning effort | — | low, medium, high, xhigh, max |
Public evaluations
Benchmarks
Independent evaluation results, with how each score ranks among the models in the Noumen catalog.
- Reka Edge 2603
- Claude Haiku 5.5
Intelligence Index
- Reka Edge 2603—
- Claude Haiku 5.543.4
Agentic work
AutomationBench-AA
Workflow automation, penalized for guardrail violations
- Reka Edge 2603: —
- Claude Haiku 5.5: 35.4%
AutomationBench-AA tasks completed
Workflows finished end to end without a guardrail violation
- Reka Edge 2603: —
- Claude Haiku 5.5: 13.9%
Harvey LAB-AAv1.1
Legal tasks passed in full, with no material hallucination
- Reka Edge 2603: —
- Claude Haiku 5.5: 0.6%
AA-Briefcasev1.1
Agentic knowledge work, rated head to head
- Reka Edge 2603: —
- Claude Haiku 5.5: 1,575 Elo
GDPval-AAv2.1
Economically valuable occupational tasks, rated head to head
- Reka Edge 2603: —
- Claude Haiku 5.5: 1,619 Elo
Document reasoning
GDP.pdf
Professional reasoning over PDF documents, all-pass rate
- Reka Edge 2603: —
- Claude Haiku 5.5: 20.8%
AA-LCRv1.1
Reasoning across long documents
- Reka Edge 2603: —
- Claude Haiku 5.5: 82.7%
MLCR-AA
Long-context reasoning over medical records
- Reka Edge 2603: —
- Claude Haiku 5.5: 35.0%
Reasoning and knowledge
Humanity’s Last Exam
Expert-level questions across academic fields
- Reka Edge 2603: —
- Claude Haiku 5.5: 44.4%
Coding
Terminal-Benchv4.0
Practical software engineering in a terminal
- Reka Edge 2603: —
- Claude Haiku 5.5: 32.8%
SciCode
Scientific computing in Python
- Reka Edge 2603: —
- Claude Haiku 5.5: 55.0%
Legacy evaluations
AA-LCR (unversioned)
Long-context reasoning, earlier grading
- Reka Edge 2603: —
- Claude Haiku 5.5: 82.7%
Scores from Artificial Analysis, updated Oct 26, 2026. Artificial Analysis
- Reka Edge 2603
- Claude Haiku 5.5
| Leaderboard | Reka Edge 2603 | Claude Haiku 5.5 |
|---|---|---|
| FrontierCode Main | Not in top 20 | #14 · 46.4% |
| FrontierCode Extended | Not in top 20 | #14 · 58.4% |
Ranks among Noumen catalog models on FrontierCode leaderboards. Only top-20 placements are listed.FrontierCode
- Reka Edge 2603
- Claude Haiku 5.5
| Leaderboard | Reka Edge 2603 | Claude Haiku 5.5 |
|---|---|---|
| Epoch Capabilities Index | Not in top 20 | #15 · 159.3 |
Ranks among Noumen catalog models on Epoch AI leaderboards. Only top-20 placements are listed.Epoch AI
- Reka Edge 2603
- Claude Haiku 5.5
| Leaderboard | Reka Edge 2603 | Claude Haiku 5.5 |
|---|---|---|
| ARC-AGI-3 (Default harness) | Not in top 20 | #13 · 0.5% |
Ranks among Noumen catalog models on ARC Prize leaderboards. Only top-20 placements are listed.ARC Prize
- Reka Edge 2603
- Claude Haiku 5.5
| Leaderboard | Reka Edge 2603 | Claude Haiku 5.5 |
|---|---|---|
| Game Development | Not in top 20 | #15 · 1325 |
| Data Visualization | Not in top 20 | #15 · 1294 |
| 3D | Not in top 20 | #14 · 1344 |
Ranks among Noumen catalog models on Design Arena leaderboards. Only top-20 placements are listed.Design Arena
Developers
Use it through the API
Noumen’s API is OpenAI-compatible: any Chat Completions client works with a base URL and a key.
curl https://www.noumen.xyz/api/v1/chat/completions \
-H "Authorization: Bearer $NOUMEN_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "reka/reka-edge-2603",
"messages": [{ "role": "user", "content": "Explain this stack trace." }]
}'import os
from openai import OpenAI
client = OpenAI(base_url="https://www.noumen.xyz/api/v1", api_key=os.environ["NOUMEN_API_KEY"])
reply = client.chat.completions.create(
model="reka/reka-edge-2603",
messages=[{"role": "user", "content": "Explain this stack trace."}],
)
print(reply.choices[0].message.content)reka
Related models
Other reka models, starting with the same family.