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Governed AI Model Profile

Rocinante 12B

Rocinante 12B is a cost-efficient model with standard context support, optimized for general assistants in enterprise environments.

Use Rocinante 12B in your company

Data checked: 2026-03-19

Context Window
32,768
Input / 1M
$0.17
Output / 1M
$0.43

Model Positioning

TheDrummer lists Rocinante 12B as a standard context option with $0.17 per 1M tokens input pricing, $0.43 per 1M tokens output pricing, and text->text modality support for enterprise AI operations.

  • Latest profile indicates standard context capacity for enterprise prompts and documents.
  • Current pricing band is cost-efficient: $0.17 per 1M tokens input and $0.43 per 1M tokens output.
  • Best-fit workloads include: General assistants.
  • Keep audit logs enabled for all high-impact use cases.

Key Specs

Model ID
thedrummer/rocinante-12b
Context Window
32,768 tokens
Modality
text->text
Input Modalities
text
Output Modalities
text
Input Price
$0.17 per 1M tokens
Output Price
$0.43 per 1M tokens
Provider
TheDrummer
Listing Date
2024-09-30

Strengths

  • Rocinante 12B is suited for general assistants.
  • Supports standard context for multi-step prompts and larger working sets.
  • Pricing profile is cost-efficient, enabling predictable workload routing decisions.
  • Can be paired with policy guardrails for safer deployment at scale.

Tradeoffs

  • Governance controls are still required for regulated or sensitive workflows.
  • Standard context limits may require chunking or retrieval strategies for large documents.
  • Low-cost tiers can still underperform on high-consequence decisions without escalation paths.
  • Text-only modality can limit workflows that rely on image, audio, or document interpretation.

High-Fit Use Cases

  • Rocinante 12B for internal productivity assistants and knowledge workflows.
  • Rocinante 12B for governed enterprise assistant workflows across teams.
  • Rocinante 12B for governed enterprise assistant workflows across teams.
  • Rocinante 12B for governed enterprise assistant workflows across teams.

Deployment Checklist

  • Define where Rocinante 12B is default vs. fallback in your routing policy.
  • Enable role-based access and policy checks before opening access broadly.
  • Set spend guardrails by team and monitor weekly token consumption.
  • start with approved teams, then expand in controlled waves.
  • Re-run quality and cost benchmarks monthly as newer releases appear.

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Safe AI Use Case Selector

Choose your team and goals, then start with the AI use cases that fit best and carry the least risk.

You get

Recommended first use cases for your company.

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Parameter Guidance

frequency_penalty

Tune repetition control for long responses in multi-step workflows.

logit_bias

Use this parameter only with tested defaults in production workflows.

logprobs

Use this parameter only with tested defaults in production workflows.

max_tokens

Set completion limits to avoid unpredictable long-output spend.

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AI Risk Test

Test what can go wrong before teams start using AI loosely across the company.

You get

A short risk summary with the main gaps to close.

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Knowledge Hub

Rocinante 12B FAQs

Choose Rocinante 12B when the workload aligns with general assistants and quality targets justify its pricing profile.
It depends on workload mix. Most organizations use routing policies so routine traffic stays on lower-cost tiers.
Validate quality on real internal prompts, token efficiency, latency, and policy compliance behavior.

Deploy This Model With Governance

Use policy controls, role-based access, and budget guardrails before enabling advanced model tiers at scale.

Use Rocinante 12B in your company