Claude Haiku 4.5 vs Ling-2.6-Flash
Claude Haiku 4.5 (2025) and Ling-2.6-Flash (2026) are general-purpose language models from Anthropic and InclusionAI. Claude Haiku 4.5 ships a 200k-token context window, while Ling-2.6-Flash ships a 262k-token context window. On pricing, Ling-2.6-Flash costs $0.01/1M input tokens versus $0.80/1M for the alternative. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.
Ling-2.6-Flash is ~7900% cheaper at $0.01/1M; pay for Claude Haiku 4.5 only for coding workflow support.
Decision scorecard
Local evidence first| Signal | Claude Haiku 4.5 | Ling-2.6-Flash |
|---|---|---|
| Best for | multimodal apps, tool-calling agents, and provider-routed production | tool-calling agents and provider-routed production |
| Decision fit | Coding, RAG, and Agents | RAG, Agents, and Long context |
| Context window | 200k | 262k |
| Cheapest output | $4/1M tokens | $0.03/1M tokens |
| Provider routes | 9 tracked | 2 tracked |
| Shared benchmarks | 0 shared | 0 shared |
Decision tradeoffs
- Claude Haiku 4.5 has broader tracked provider coverage for fallback and route flexibility.
- Claude Haiku 4.5 uniquely exposes Vision, Multimodal, and Code execution in local model data.
- Local decision data tags Claude Haiku 4.5 for Coding, RAG, and Agents.
- Ling-2.6-Flash has the larger context window for long prompts, retrieval packs, or transcript analysis.
- Ling-2.6-Flash has the lower cheapest tracked output price at $0.03/1M tokens.
- Local decision data tags Ling-2.6-Flash for RAG, Agents, and Long context.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
Claude Haiku 4.5
$1,640
Cheapest tracked route/tier: AWS Bedrock
Ling-2.6-Flash
$15.50
Cheapest tracked route/tier: OpenRouter
Estimated monthly gap: $1,625. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.
Switch friction
- Provider overlap exists on OpenRouter; start route-level A/B tests there.
- Ling-2.6-Flash is $3.97/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
- Check replacement coverage for Vision, Multimodal, and Code execution before moving production traffic.
- Provider overlap exists on OpenRouter; start route-level A/B tests there.
- Claude Haiku 4.5 is $3.97/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
- Claude Haiku 4.5 adds Vision, Multimodal, and Code execution in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2025-10-01 | 2026-04-21 |
| Context window | 200k | 262k |
| Parameters | — | 104B (7.4B activated) |
| Architecture | Decoder Only | Mixture of Experts |
| License | Proprietary | Apache 2.0OSI-approved |
| Openness | Proprietary | Open source |
| Weights | Not released | Unknown |
| Code | Unknown | Unknown |
| Commercial use | Commercial use: conditional | Commercial use: permitted |
| Knowledge cutoff | 2025-02 | - |
Pricing and availability
| Pricing attribute | Claude Haiku 4.5 | Ling-2.6-Flash |
|---|---|---|
| Input price | $0.80/1M tokens | $0.01/1M tokens |
| Output price | $4/1M tokens | $0.03/1M tokens |
| Providers |
Capabilities
| Capability | Claude Haiku 4.5 | Ling-2.6-Flash |
|---|---|---|
| Vision | Yes | No |
| Multimodal | Yes | No |
| Reasoning | No | No |
| JSON / Tool use | Yes | Yes |
| Structured outputs | Yes | Yes |
| Code execution | Yes | No |
| IDE integration | No | No |
| Computer use | No | No |
| Parallel agents | No | No |
Benchmarks
No shared benchmark scores are currently available for this pair.
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Last reviewed: 2026-07-26. Data sourced from public model cards and provider documentation.