Arcee AI: Maestro Reasoning

arcee-ai · Released May 5, 2025
DFO score #406 / 717
12.2 leaderboard score
Speed
– Not reported
Input Price #537 / 717
$0.900 per 1M tokens
Output Price #544 / 717
$3.30 per 1M tokens
Context #360 / 717
131,072 tokens

Analysis Summary

Arcee AI's Maestro Reasoning is presented as a text model with a 131K context window. The provided data includes pricing, but no benchmark results or documented tool, vision, or function-calling capabilities, so its reasoning and implementation performance cannot be compared with measured alternatives.

For client work, the available context capacity could suit processing longer text inputs, but there is not enough evidence to recommend it for autonomous agents, software engineering, or high-stakes client-facing content. Teams would need to validate instruction following, factual accuracy, and reliability on their own workflows before routing production traffic.

The listed input and output rates are moderate rather than exceptionally low. Treat Maestro as an unverified option for limited trials, not as a production default, until task-specific evaluations demonstrate an advantage.

Assessed September 23, 2026

Editorial notes

Maestro Reasoning offers a 131K context window at moderate listed rates, but no benchmark results are provided to establish its reasoning, coding, or production reliability.

The DFO score ranks models on the Artificial Analysis Intelligence Index and is refreshed as new models launch. The write-up and verdict are our own. Feedback?

DFO Verdict

Maestro Reasoning offers a 131K context window at moderate listed rates, but no benchmark results are provided to establish its reasoning, coding, or production reliability.

#406 of 717 overall Down 7 this week

How Arcee AI: Maestro Reasoning compares

Its 131K-token context window is larger than 50% of the models we list. At $0.90 per million input tokens it is cheaper than 25% of comparable models.

Position in the field
DFO score: ahead of 45% of models #397
Price: cheaper than 25% of models #537
Context: larger than 50% of models #360
worst in fieldmedianbest in field
Price vs frontier peers · $ per 1M tokens
Arcee AI: Maestro Reasoning $0.90 in $3.30 out
Anthropic: Claude Opus 5.5 $4.00 in $20.00 out
Google: Gemini 4 Argon $2.00 in $10.00 out
Anthropic: Claude Fable 5.1 $10.00 in $50.00 out

Dark bar = input · light bar = output, scaled to the priciest peer.

Context window vs peers · tokens

1M tokens ≈ 8 full-length novels or ~2,500 pages of business documents in a single request.

Pricing

Token Type Cost per 1M tokens Cost per 1K tokens
Input $0.90 $0.000900
Output $3.30 $0.003300

What would Arcee AI: Maestro Reasoning cost your business?

Pick the job that looks most like yours, then fine-tune with the sliders. Estimates update live.

A website chatbot handling around 100 customer conversations a day, a few short messages each.

3,000
One request is one message, email, draft or automation call.
1,200 tokens

$5.83/mo Arcee AI: Maestro Reasoning $0.0019 per request
$31.68/mo Anthropic: Claude Opus 5.5 $0.01 per request
$7.92/mo Google: Gemini 4 Argon (batch) · best value $0.0026 per request

Full calculator with 717 models → Price Calculator

DFO AI AUTOMATION

These numbers get smaller with the right architecture.

We route routine calls to cheap models and save Arcee AI: Maestro Reasoning for the hard ones. Most clients cut their estimate by 60-80%.

Talk to our team

About Arcee AI: Maestro Reasoning

Maestro Reasoning is Arcee's flagship analysis model: a 32 B‑parameter derivative of Qwen 2.5‑32 B tuned with DPO and chain‑of‑thought RL for step‑by‑step logic. Compared to the earlier 7 B..

Frequently asked questions about Arcee AI: Maestro Reasoning

How much does Arcee AI: Maestro Reasoning cost?

Arcee AI: Maestro Reasoning costs $0.90 per million input tokens and $3.30 per million output tokens.

What is the context window of Arcee AI: Maestro Reasoning?

Arcee AI: Maestro Reasoning has a context window of 131,072 tokens (131K).

Who created Arcee AI: Maestro Reasoning?

Arcee AI: Maestro Reasoning is developed by Arcee AI and was released on May 5, 2025.

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