inclusionAI: Ring-2.6-1T
Ring-2.6-1T is a 1T-parameter-scale thinking model with 63B active parameters, built for real-world agent workflows that require both strong capability and operational efficiency. It is optimized for coding agents, tool...
Anyone in the Space can @-mention inclusionAI: Ring-2.6-1T with the team's shared context - pooled credits, one chat, one memory.
Starter is free forever - 1 Space, 100 credits/month, 1 MCP. No card.
Verdict
Best for
- Cost-sensitive long-document processing
- High-volume context-heavy workflows
- Internal validation before production scale
- Budget-constrained research prototyping
Strengths
The 262K context window matches frontier models while pricing undercuts them significantly — input costs run about 50% below Claude Sonnet 4.5. This makes Ring-2.6-1T viable for batch jobs that need to ingest full codebases, legal documents, or transcripts without chunking. The cost structure favors read-heavy tasks where you pass large context but generate concise outputs.
Trade-offs
No public benchmark data means you're flying blind on reasoning quality, instruction-following accuracy, and domain-specific performance. Early adopters will need to run their own evals before trusting production workloads. The output pricing ($0.63/Mtok) climbs steeply if your use case generates verbose responses, eroding the input-cost advantage. Expect less community support and fewer integration examples than established models.
Specifications
- Provider
- inclusionai
- Category
- llm
- Context length
- 262,144 tokens
- Max output
- 65,536 tokens
- Modalities
- text
- License
- proprietary
- Released
- 2026-05-08
Pricing
- Input
- $0.07/Mtok
- Output
- $0.63/Mtok
- Model ID
inclusionai/ring-2.6-1t
Per-token prices show what the model costs upstream. On Switchy your team draws from one shared org credit pool - one plan, one balance for everyone.
Team cost calculator
5 seats · 80 msgs/day
Switchy meters this against your org's shared credit pool - one plan, one balance for everyone.
Providers
| Provider | Context | Input | Output | P50 latency | Throughput | 30d uptime |
|---|---|---|---|---|---|---|
| inclusionai | 262k | $0.07/Mtok | $0.63/Mtok | — | — | — |
Performance
Benchmarks
Works well with
Top MCPs
Compatibility data comes from first-party telemetry; once we have enough co-usage signal, top MCPs for this model will appear here.
How Switchy teams use it
Starter prompts
Summarize Legal Contract
Read the attached contract in full. Summarize the primary obligations for each party, highlight any unusual liability clauses, and flag renewal or termination terms. Keep the summary under 300 words.Open in a Space →
Extract Codebase Patterns
Review all files in this repository. Identify the main architectural patterns (MVC, microservices, event-driven, etc.), list the core dependencies, and note any inconsistent naming conventions or anti-patterns.Open in a Space →
Compare Research Papers
Compare the methodologies and conclusions across these three research papers. Highlight where findings conflict, note differences in sample size or experimental design, and suggest which study offers the strongest evidence.Open in a Space →
Audit Meeting Transcripts
Read these meeting transcripts from the past month. Extract all action items with assigned owners, list unresolved questions that came up multiple times, and summarize the main points of disagreement.Open in a Space →
Validate Data Pipeline Logs
Analyze this complete log file from our data pipeline run. Identify the root cause of the failure, list all error codes that appeared, and recommend specific configuration changes to prevent recurrence.Open in a Space →