Claude Haiku 4 vs SmolLM2 1.7B
A complete head-to-head: pricing, context window, benchmarks, modality coverage, and openness, with a programmatic verdict synthesized from the underlying data.
Updated
Claude Haiku 4 specs · SmolLM2 1.7B specs- PriceTie
Neither model publishes per-token API pricing.
- Context windowClaude Haiku 4
Claude Haiku 4 accepts 200K tokens vs 8.2K, 24.4× the room for long documents and codebases.
- BenchmarksTie
No directly comparable public benchmarks are available for both models, check the spec sheets for individual scores.
- ModalitiesClaude Haiku 4
Claude Haiku 4 supports 2 modalities (text, vision) vs 1 for SmolLM2 1.7B.
- OpennessSmolLM2 1.7B
SmolLM2 1.7B ships open weights (Apache-2.0); Claude Haiku 4 is API-only.
On balance Claude Haiku 4 edges ahead, winning 2 of 5 categories against SmolLM2 1.7B's 1. Neither model publishes per-token API pricing. Claude Haiku 4 accepts 200K tokens vs 8.2K, 24.4× the room for long documents and codebases.
No directly comparable public benchmarks are available for both models, check the spec sheets for individual scores. They differ in modality coverage, Claude Haiku 4 handles text, vision while SmolLM2 1.7B handles text, which can be the deciding factor before you even look at benchmarks. SmolLM2 1.7B ships open weights (Apache-2.0); Claude Haiku 4 is API-only.
Claude Haiku 4 is the newer of the two, released 11 months after SmolLM2 1.7B, which usually means a more recent knowledge cutoff and updated safety post-training. Claude Haiku 4 is usually picked for summarization and customer support workloads, while SmolLM2 1.7B sees more deployments in on device and edge deployment. If pricing matters more than every last benchmark point, run the numbers in the calculator below before committing.
Side-by-side specs
| Spec | Claude Haiku 4 | SmolLM2 1.7B |
|---|---|---|
| Provider | Anthropic | Other |
| Released | Oct 2025 | Nov 2024 |
| Modalities | text, vision | text |
| Context window | 200K tokens | 8.2K tokens |
| Max output | , | , |
| Input · 1M | Pricing not published | Pricing not published |
| Output · 1M | Pricing not published | Pricing not published |
| Knowledge cutoff | , | , |
| Open weights | No | Yes (Apache-2.0) |
| API available | Yes | No |
Pricing at scale
What you'd actually pay at typical workloads. Numbers come from each model's published per-million-token rates.
- Light usage, 100k in / 50k out per day, vs ,
- Heavy usage, 1M in / 500k out per day, vs ,
- RAG workload, 5M in / 200k out per day, vs ,
Light usage, 100k in / 50k out per day: pricing not directly comparable (one or both models are missing public per-token rates). Heavy usage, 1M in / 500k out per day: pricing not directly comparable (one or both models are missing public per-token rates). RAG workload, 5M in / 200k out per day: pricing not directly comparable (one or both models are missing public per-token rates).
Estimated spend for the listed models at your usage. Numbers are derived from each model's published per-million-token rates.
- Claude Haiku 4Pricing unavailable
- SmolLM2 1.7BPricing unavailable
Benchmarks compared
Only sourced numbers. Where a benchmark is missing for one model we show the available value rather than fabricating the other.
Claude Haiku 4 fits when…
- Fast and cheap for an Anthropic model
- Inherits Claude's sensible defaults
- Vision support included
- Long-context tasks, handles 200K tokens vs 8.2K for SmolLM2 1.7B.
- Multimodal needs covering vision.
SmolLM2 1.7B fits when…
- Truly tiny
- Apache-2.0
- Runs on phones
- Self-hosting and on-prem requirements, open weights (Apache-2.0).
Consider Claude Opus 4.7
Anthropic's mid-2026 flagship, ahead on SWE-bench, agent reliability, and writing quality.
Frequently asked
Is Claude Haiku 4 or SmolLM2 1.7B cheaper?
Per-token pricing isn't published for at least one of these models, check each model's spec page for current rates.Which has the larger context window?
Claude Haiku 4 accepts 200K tokens vs 8.2K for SmolLM2 1.7B.Is Claude Haiku 4 or SmolLM2 1.7B better for coding?
Both Claude Haiku 4 and SmolLM2 1.7B are competitive on coding benchmarks. See each model's individual spec page for HumanEval and SWE-bench scores where published. For an opinionated pick, consult our Best LLM for Coding ranking.Are either of these models open source?
SmolLM2 1.7B ships open weights (Apache-2.0). Claude Haiku 4 is API-only.When were Claude Haiku 4 and SmolLM2 1.7B released?
Claude Haiku 4 was released by Anthropic on 2025-10-01. SmolLM2 1.7B was released by Other on 2024-11-01.
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