Machine Learning · alternatives
Alternatives to Cohere
23 machine learning tools sit alongside Cohere in this directory. Below is what separates each from Cohere on the figures we hold, price, model, tier count and rating, and a direct comparison for every one.
- Alternatives listed
- 23
- With a free tier
- 18
- Cheaper to start
- 12
- Cohere starts at
- Free, then $0.4/per-million-tokens
Why people look past Cohere
Nothing on the record flags a reason to move. Cohere has a free tier, and starts at $0.4/per-million-tokens against a category median of $15/month. People still switch over fit and workflow, and those are not things a catalogue entry can measure, which is what the comparisons below are for.
What each alternative does differently
Ordered by the aggregated rating on each catalogue entry. Differences are drawn from price, pricing model, tier count and rating, the fields the category listing carries. For a feature-level difference, follow the head-to-head link on each card: those pages read both full records.
Hosted API for OpenAI's language, embedding, image and audio models, billed per token
- No free tier, where Cohere has one.
- Starts $0.25 a per-million-tokens cheaper, at $0.15/per-million-tokens.
Claude API for developers
- No free tier, where Cohere has one.
- 4 tiers to Cohere's 2.
Run AI models in the cloud
- Starts $0.399975 a second cheaper, at $0.000025/second.
Open-source MLOps platform for experiment tracking and orchestration
- Sold on a Open-source self-hosted, with paid hosted and enterprise tiers model rather than usage-based.
- 1 tier to Cohere's 2.
LLM engineering platform for testing and evaluating AI agents in production
- Starts $28.6 a month dearer, at €29/month.
- Sold on a Tiered subscription with usage-based overage charges model rather than usage-based.
- 3 tiers to Cohere's 2.
Open-source AI orchestration framework for LLM applications
- Sold on a Open-source with optional paid enterprise support model rather than usage-based.
Every Cohere alternative at a glance
A dash means the catalogue entry carries no figure, not that the answer is nothing.
| Tool | Entry price | Model | Tiers | Head to head |
|---|---|---|---|---|
| Cohere (this page) | Free, then $0.4/per-million-tokens | Usage-based | 2 | |
| OpenAI APILeading large language model API (GPT-4, GPT-3.5) with strong performance across tasks, fine-tuning capabilities, and the largest ecosystem of third-party integrations. | $0.15/per-million-tokens | Usage-based | 2 | vs Cohere |
| Anthropic APILarge language model API with strong reasoning capabilities, Constitutional AI training for safety, and competitive pricing on input tokens. | On request | Usage-based | 4 | vs Cohere |
| ReplicateUnified API for accessing multiple open-source and commercial models, providing cost-effective alternatives to proprietary LLMs with flexible deployment options. | Free, then $0.000025/second | Usage-based | 2 | vs Cohere |
| ClearML | Free | Open-source self-hosted, with paid hosted and enterprise tiers | 1 | vs Cohere |
| Langwatch | Free, then €29/month | Tiered subscription with usage-based overage charges | 3 | vs Cohere |
| Haystack | Free | Open-source with optional paid enterprise support | 2 | vs Cohere |
| Semantic Kernel | Free | Open source, no pricing | 1 | vs Cohere |
| H2O.ai | Free | Freemium | 2 | vs Cohere |
| Dask | Free | Open-source | 1 | vs Cohere |
| IBM SPSS | Free, then $99/month | Subscription | 2 | vs Cohere |
| JMP | Free | Subscription | 2 | vs Cohere |
| Anaconda | Free, then $15/month | - | 3 | vs Cohere |
| BentoML | Free | Freemium | 2 | vs Cohere |
| Dataiku | Free | Freemium | 2 | vs Cohere |
| Comet ML | Free, then $19/month | Freemium | 4 | vs Cohere |
| Hugging Face | Free | - | - | vs Cohere |
| Azure Machine Learning | Free | Usage-based | 2 | vs Cohere |
| BigQuery ML | Free | Usage-based | 2 | vs Cohere |
| Domino Data Lab | Free | Subscription | 2 | vs Cohere |
| DVC | Free | Open-source | 2 | vs Cohere |
| Fal AI | $1.89/hour | Usage-based | 2 | vs Cohere |
| Groq | On request | Quote | - | vs Cohere |
| DataRobot | Free | Subscription | 2 | vs Cohere |
Ratings are aggregated from third-party sources and imported with each catalogue entry; Softwr hosts no reviews of these products. How each figure is used is set out on the Cohere badges page.
Cheaper ways to solve the same problem
Cheaper than Cohere (12)
Entry price under Cohere's $0.4/per-million-tokens. The record does not say what unit that price is charged in, so confirm per-seat versus flat rate before comparing budgets.
- OpenAI API , $0.15/per-million-tokens
- Replicate , Free, then $0.000025/second
- H2O.ai , Free
- Dask , Free
- JMP , Free
- BentoML , Free
- Dataiku , Free
- Azure Machine Learning , Free
What you would be giving up
Cohere is most often brought in for ai tools management, workflow automation, reporting. Anything replacing it has to cover the ones you actually depend on, and a cheaper tool that misses one of them is not cheaper.
Two things this page cannot settle. It compares on price, model, tier count and rating, because those are the fields the category listing carries, feature-level differences need both full records, which is what the head-to-head pages load. And the ratings are third-party aggregates imported with each entry rather than reviews written here, so a 0.2 difference between two tools is noise rather than a finding.
If Cohere is broadly right and the question is cost, the Cohere pricing breakdown covers every tier and what each one adds. If you want the whole field rather than a shortlist, the Machine Learning category lists everything the directory holds, and best machine learning tools ranks them.
Cohere runs on api, cloud. Platform coverage is not carried on the category listing for the alternatives, so it is one more thing to check on each head-to-head page rather than here.
Questions about Cohere alternatives
- What are the main alternatives to Cohere?
- 23 other machine learning tools are listed in this directory, led by OpenAI API, Anthropic API, Replicate, ClearML. They are ordered by the aggregated rating on each catalogue entry, not by any Softwr ranking.
- What is the best free alternative to Cohere?
- 18 of the alternatives listed here can be used without paying: Replicate, ClearML, Langwatch, Haystack, Semantic Kernel.
- Is there a cheaper alternative to Cohere?
- Yes. 12 of the alternatives below start under Cohere's $0.4/per-million-tokens: OpenAI API at $0.15/per-million-tokens, Replicate at Free, then $0.000025/second, H2O.ai at Free, Dask at Free.
- Is there a reason to switch away from Cohere?
- Nothing in the data flags one. Cohere has a free tier, and starts at $0.4/per-million-tokens against a category median of $15/month. Fit and workflow are the usual reasons to move, and those are not things this record can measure.
- What would I give up by switching from Cohere?
- Cohere is most often brought in for ai tools management, workflow automation, reporting. Anything you replace it with has to cover the ones you actually rely on, the side-by-side comparisons linked from each alternative below put the two feature records against each other.
- Is there an open-source alternative to Cohere?
- Dask, DVC are recorded with an open-source licence model.
- How were these Cohere alternatives chosen?
- They are the tools filed in the same category, Machine Learning, ordered by the aggregated rating on each entry. There is no editorial shortlist, and nothing on this page is paid: no sponsored placement runs on alternatives pages and the order cannot be bought. Softwr has not used these products.
- Where can I compare Cohere against one of these directly?
- Every alternative below has a side-by-side page against Cohere covering price, platforms, features and what each one is used for. Those pages read the full record for both products rather than the summary shown here.
- Does this list cover every machine learning tool?
- No. It covers what this directory holds in the Machine Learning category, 23 tools beside Cohere. The category page lists the rest of the catalogue as it grows.