Every source GILD analyzed, newest first. Each says who the source is, how it knows, whether it still applies and which findings it counts toward. Open a count to see only its sources.
Source
46 sources in All practitioners, with product documentation Showing all 46 sources
Mixed
Provider question (GLM 5.3 Flash)Reddit post, r/SillyTavernAI
Together and Venice give 2-3x the tokens per second of Z.AI for GLM-5.3-Flash at the same price, and the poster asks whether they run a lower quant, since neither lists one.
Negative
Same model, two services: gpt-oss-120b on Cerebras and Together (speed)Personal blog post, advisee.substack.com
Sam Mirazi called gpt-oss-120b on Together and Cerebras 20 times each with a prompt of about 4,460 tokens: a typical long-document answer finished in 0.42 seconds on Cerebras against 2.0 seconds on Together. Every request returned HTTP 200.
Positive
Same model, two services: gpt-oss-120b on Cerebras and Together (cost)Personal blog post, advisee.substack.com
At published prices on October 24, 2026, Sam Mirazi's typical long-prompt run of gpt-oss-120b cost US$0.00177 on Cerebras against US$0.00083 on Together, so Cerebras cost about 2.1 times as much.
Counts toward
Mixed
Hacker News comment recommending DeepSeek V4.1 Flash from together.aiHacker News comment
Recommends DeepSeek V4.1 Flash from together.ai, not the 1017 build. DeepInfra is cheaper for that model but noticeably slower, and they say the inference from together.ai feels like it might be better, not quantified.
Mixed
G2 review of Together AI on AWS Marketplace by karan R.G2 review on AWS Marketplace
Praises Together's latency and quick access to newly launched models for voice agents, still below Cerebras. The API's requests-per-minute limit is harming their business: their traffic comes in bursts, and at peak times they run into 429 errors.
Mixed
G2 review of Together AI on AWS Marketplace by Muhammad Basit J.G2 review on AWS Marketplace
Finds the dashboard clean and the API straightforward to integrate, but new accounts are placed into read-only mode and need an upfront credit deposit before running test prompts in the playground.
Positive
Hacker News comment on GLM-5.3 on together.ai as a second reviewerHacker News comment
When they have to think about tokens they use together.ai with an open-weight model such as GLM-5.3, which they sometimes use to review a Claude change. They find GLM 5.x very chatty.
Counts toward
Negative
Hacker News comment on running DeepSeek-V4-Flash-0731 through Kilo Code and his own harnessHacker News comment
With DeepSeek-V4-Flash-0731 on together.ai, Kilo Code had a lot of trouble making successful edits, while the same model used the tools of their own harness just fine. On DeepInfra the two harnesses showed little difference.
Negative
OpenRouter keeps routing calls to failing providerReddit post, r/openrouter
Running DeepSeek V4.1 Flash through OpenRouter in the Hermes agent, the work stopped several times with API call failed after 3 retries: Upstream error from Together: Stream error: h2 protocol error.
Negative
Hacker News comment on noisy hosted results in gpt-oss red-teamingHacker News comment
For their gpt-oss red-teaming paper they first used OpenRouter with DeepInfra and Together AI. The results were much too noisy to draw reliable conclusions, so they rented GPUs through vast.ai and ran the model themselves with vLLM.
Negative
So you want to use OpenRouter? (hollow completions)Engineering blog post, mmoustafa.com
Running Olly on open models through OpenRouter, he saw one host return 200 responses with null content, null reasoning and no usage object in July 2026, and a month later Together did the same on the DeepSeek 0731 checkpoint.
Negative
So you want to use OpenRouter? (image input by host)Engineering blog post, mmoustafa.com
In his per-host test of MiniMax M3 with small image tasks, dated July 31, 2026, Venice and Together did not see the MiniMax images at all, while the other hosts did.
Mixed
Hacker News comment on GLM-5.3-Flash via together.ai against DeepSeek V4 FlashHacker News comment
Peter Sugihara tested GLM-5.3-Flash via together.ai against DeepSeek V4 Flash on ten ad-detection tasks: GLM cost US$0.0242 against US$0.0235 and took 108 seconds in total against 154 seconds. Sugihara kept DeepSeek because latency was not critical.
Positive
Hacker News comment on a mixture of open-weight models through Together.ai and Fireworks.aiHacker News comment
Has mostly settled on a mixture of open-weight models through Together.ai and Fireworks.ai, a MiniMax subscription for high-token tasks, and Codex for the occasional complex task.
Counts toward
Positive
Hacker News comment on running new Chinese models on US providersHacker News comment
Sticks with OpenCode Zen, which uses only US providers, and Together.ai, which hosts models itself, and waits until new Chinese models are open source and on US providers.
Counts toward
Negative
Reply on OpenRouter billing compared with together.ai refundsReddit comment, r/openrouter
Says together.ai won't refund unused credit even though they haven't been to the site in months, against OpenRouter refunding a duplicate purchase instantly.
Negative
Mark 6 removed Together.ai serverless models as deprecatedGitHub issue, anomalyco/models.dev
Six together.ai models, among them zai-org/GLM-5.1, zai-org/GLM-5 and Qwen/Qwen3.5-397B-A17B, still appeared as active in the models.dev catalog but were no longer served on the serverless endpoint, with a curl loop against api.together.ai to reproduce it.
Negative
Together.ai models to be deprecated July 10GitHub issue, earendil-works/pi
Together.ai's notice emails say it is deprecating zai-org/GLM-5.1 and Qwen3-235B-A22B-Instruct-2507-tput on July 10, 2026, and the issue notes that GLM-5.1 will have no upgrade path. Of the two replacements the emails recommend, GLM-5.2 was not yet supported in pi.
Negative
Together.ai MiniMaxAI/MiniMax-M2.5 model doesn't work with serverless inferenceGitHub issue, earendil-works/pi
Every message to MiniMaxAI/MiniMax-M2.5 returned Together's Error: 400 Unable to access non-serverless model, with a link to create and start a dedicated endpoint for the model.
Negative
bug: max_output_tokens setting doesn't work with Together.aiGitHub issue, janhq/jan
In Jan, every prompt to Together.ai with a Max Output Tokens value fails with Bad Request, whatever the value, while other parameters work. His own diagnosis is that Together.ai doesn't expect the parameter and rejects the request.
Negative
Hacker News comment on together.ai outages and latencyHacker News comment
One commenter's impression that together.ai seems fairly unreliable, with constant outages or higher than normal latency. The comment states no use of their own.
Mixed
Hacker News comment on Together.ai's price against DeepSeek's own APIHacker News comment
Calls Together.ai a good US provider, but says it is 15X more expensive than DeepSeek's Chinese-subsidized pricing. A reply in the same thread says most US infra providers are about 5x more expensive, not 15x.
Negative
Release a langchain-together 1.0 without dependency conflictsGitHub issue, langchain-ai/langchain-together
langchain-together 0.3.x pinned langchain-openai below 0.4, so Traza's workspace could not resolve once it needed langchain-openai 1.1. The package in the langchain-ai organization lagged LangChain 1.x, and he asked for a 1.0 release.
Positive
Ephemeral chat. Private, secure, chat with together.ai open source models.Reddit post, r/LocalLLaMA
Built Ephemeral, a private chat app on Together's Kimi-K2.5. The app logs nothing locally, and with the correct settings at together.ai you can enable Zero Data Retention, so inference happens in memory and is then gone.
Counts toward
Negative
Change model qwen/qwen3-coder-next from together.ai to openrouterGitHub issue, OpenHands/software-agent-sdk
The OpenHands evals team tried Qwen3-Coder-Next through LiteLLM's together_ai route and got LiteLLM's error that the model provided by together.ai does not support tools, so the team moved the model to OpenRouter.
Negative
seed must not be set when best_of is greater than 1GitHub issue, togethercomputer/together-python
Asking Together's chat API for several completions with a seed set returned an input validation error: seed must not be set when best_of is greater than 1.
Negative
Having a problem with the together.ai apiReddit post, r/LocalLLaMA
Bought €15 of Together credits to power AnythingLLM. Whenever they try a more complex prompt the model abruptly stops, the same through the aichat CLI, with max_tokens set high, and they ask whether OpenRouter would have been the better pick.
Positive
Reply on truncated answers from the together.ai apiReddit comment, r/LocalLLaMA
abnormal_human says they have pushed more than 1 billion tokens (1B+ tokens) through Together across all kinds of use cases without running into the cut-off answers, and does not think the API is broken.
Negative
Fix access to Llama-3.3-70B-Instruct modelGitHub issue, debatelab/evidence-seeker
Llama-3.3-70B-Instruct, with Together.ai as the inference provider, returned a 422 error, grammar is not valid: failed to compile grammar, at four steps of the evidence-seeker workflow.
Negative
Agent seems unable to do anything using together.aiGitHub issue comment, anomalyco/opencode
With Qwen3 Coder and Kimi K2 on together.ai, the opencode agent said it would act and then did nothing, and DeepSeek R1 returned raw tool-call tokens. An opencode contributor thought Together was not parsing out tool calls in a compatible manner, and he asked for another host.
Negative
Cannot use GPT-OSS-120b with ChatTogether and tools for create_react_agentGitHub issue, langchain-ai/langchain-together
create_react_agent with ChatTogether on gpt-oss-120b works without tools, and once tools are added it fails with a 400 error, The decoder prompt cannot be empty.
Positive
Hacker News comment recommending together.ai for usage-based billingHacker News comment
Strongly recommends together.ai, which offers many open-source models and charges for usage, not a monthly fee.
Counts toward
Negative
Use alternative of TogetherAIGitHub issue, ABarpanda/Animegen
His Animegen code generates images with the black-forest-labs/FLUX.1-schnell-Free model from TogetherAI. The free credits are limited, so the issue asks for ways to run it freely on a cloud or rented GPU.
Negative
Got Out of Credits Email from Together AI While Only Using Free Model and Still Have $1 in BalanceReddit post, r/LocalLLaMA
After about a month of using only the free llama-3-70b-instruct-turbo-free model in their app, they got an email saying their Together AI account had run out of credits and access is paused at zero, while their dashboard still showed a US$1 balance.
Mixed
Hacker News comment on Gemma E4B on together.aiHacker News comment
impure has been trying Gemma E4B on together.ai: it takes 10x as long as Gemini 2.5 Flash Lite and is weak at multilingual, but it produces acceptable results and is way cheaper.
Counts toward
Negative
Llama 4 Scout on together_ai returns tool calls in the message textGitHub issue, BerriAI/litellm
LiteLLM's model list says Llama 4 Scout supports tool calling, but on together_ai the tool call came back as text inside the message content, with tool_calls empty, and he believed it was consistent. Another commenter called it a Together bug.
Negative
The together library adds over 100MB of dependenciesGitHub issue, togethercomputer/together-python
Matthias Geihs found that adding the together library added over 100MB in dependencies after his small shared VMs ran out of memory, and replaced it with a REST call. In February 2026 a Together contributor said the 2.0 SDK should be much smaller.
Negative
Unclosed client session errors from the async client after a few batch callsGitHub issue, togethercomputer/together-python
On Build tier 3, having spent US$100, Venkat kept hitting unclosed client session errors after only a couple of batch calls with the async client. In February 2026 a Together contributor said its 2.0 SDK reworks the HTTP client and should solve the issue.
Negative
Remove the pyarrow dependency from the together Python SDKGitHub issue, togethercomputer/together-python
Steve Cosman found the together Python SDK required pyarrow, which he says is about 80MB, for a parquet check most users never need, and asked for it to be removed.
Mixed
together fine-tuning list crashes with a validation errorGitHub issue, togethercomputer/together-python
together fine-tuning list crashed with a pydantic validation error on the data the API returned. Two days later a Together contributor said it was a bug in the API, now resolved with no client update, and he replied that their stuff rocks.
Negative
JSON mode on Llama 3.1 and 3.3 70B Turbo returns invalid JSONGitHub issue, togethercomputer/together-python
With JSON mode on Meta-Llama-3.1-70B-Instruct-Turbo and Llama-3.3-70B-Instruct-Turbo, the model regularly failed to produce valid JSON, often adding random tokens toward the end. A Together contributor said the issue was with the API and asked him to open a support ticket.
Pages from Together AI, used to check facts for every group.
Together's third-party integrations page lists the integrations that ship dedicated Together support, among them LiteLLM 1.100.0 and later and LangChain's langchain-together package.
Together's API is compatible with the OpenAI REST API and SDKs across chat, completions, vision, image generation, text-to-speech and embeddings.
By default Together stores prompts and responses and may use them for product improvements. Organization admins can turn storage off to enable zero data retention, and data sharing for training other models is opt-in and not enabled by default.
Together's serverless performance is best-effort. When demand is high, Together may limit requests, and you may receive 429 Too Many Requests or 503 Service Unavailable responses.
Provisioned throughput reserves capacity for GLM-5.3, GLM-5.3 Flash, DeepSeek V4.1 Flash, GLM-5.2 and Kimi K3, at a flat US$0.05 per PTU per minute on a one-month minimum term.
Source index
Every source GILD read, with the original address and the context used to count it. Open a finding to filter the full cards above. On smaller screens the index lists each source once by name, cohort and date; its full record above carries the address, context and findings.
| Source | Original URL | Author and context | Who | Published | Review date | Applies | Findings |
|---|---|---|---|---|---|---|---|
| Provider question (GLM 5.3 Flash)ID ta-28 | Developer Communities | www.reddit.com/ | Opposite-Cup2850, Reddit (r/SillyTavernAI)self-described: Choosing a host for GLM-5.3-Flash in SillyTavern | Individual builder | Published Oct 28, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Same model, two services: gpt-oss-120b on Cerebras and Together (speed)ID ta-12 | Practitioner Blogs & Reviews | advisee.substack.com/ | Sam Mirazi, data scientist and founder of BrAINself-described: His own test of gpt-oss-120b on two paid API accounts, 20 runs per service per test | Individual builder | Published Oct 25, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Same model, two services: gpt-oss-120b on Cerebras and Together (cost)ID ta-13 | Practitioner Blogs & Reviews | advisee.substack.com/ | Sam Mirazi, data scientist and founder of BrAINself-described: The same test, priced at each service's published rates on October 24, 2026 | Individual builder | Published Oct 25, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Hacker News comment recommending DeepSeek V4.1 Flash from together.aiID ta-02 | Developer Communities | news.ycombinator.com/ | Josh Heitzman (joshheitzman), software engineer and creator of the FluxImp agent harnessself-described: Choosing a host for DeepSeek V4.1 Flash as a coding model, after open-sourcing their harness | Individual builder | Published Oct 23, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| G2 review of Together AI on AWS Marketplace by karan R.ID ta-14 | Practitioner Blogs & Reviews | aws.amazon.com/ | karan R., G2 reviewerself-described: Builds voice agents for businesses on their own platform | Individual builder | Published Oct 21, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| G2 review of Together AI on AWS Marketplace by Muhammad Basit J.ID ta-15 | Practitioner Blogs & Reviews | aws.amazon.com/ | Muhammad Basit J., G2 reviewerself-described: A developer testing the platform's playground and API | Individual builder | Published Oct 21, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Hacker News comment on GLM-5.3 on together.ai as a second reviewerID ta-06 | Developer Communities | news.ycombinator.com/ | zzzeek, creator of SQLAlchemy, Alembic Migrations, dogpile.cache and Mako Templatesself-described: An open-source maintainer on a Claude Max subscription who uses open models when tokens matter | Individual builder | Published Oct 4, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Hacker News comment on running DeepSeek-V4-Flash-0731 through Kilo Code and his own harnessID ta-01 | Developer Communities | news.ycombinator.com/ | Josh Heitzman (joshheitzman), software engineer and creator of the FluxImp agent harnessself-described: Benchmarking open-weight models across hosts with Kilo Code and an agent harness of their own | Individual builder | Published Sep 17, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| OpenRouter keeps routing calls to failing providerID ta-27 | Developer Communities | www.reddit.com/ | GT95, Reddit (r/openrouter)self-described: A system administration task in the Hermes agent, routed by OpenRouter | Individual builder | Published Sep 13, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Hacker News comment on noisy hosted results in gpt-oss red-teamingID ta-05 | Developer Communities | news.ycombinator.com/ | Nils Durner (ndr_), technologist in generative AI, security and privacy, author of arXiv:2510.01259self-described: Red-teaming research for OpenAI's gpt-oss competition, published as arXiv:2510.01259 | Individual builder | Published Sep 12, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| So you want to use OpenRouter? (hollow completions)ID ta-40 | Practitioner Blogs & Reviews | mmoustafa.com/ | Mo Moustafa, AI Product Engineer for Startups, runs Ollyself-described: Olly, an iMessage assistant on open models through OpenRouter | Individual builder | Published Sep 7, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| So you want to use OpenRouter? (image input by host)ID ta-41 | Practitioner Blogs & Reviews | mmoustafa.com/ | Mo Moustafa, AI Product Engineer for Startups, runs Ollyself-described: Olly, an iMessage assistant on open models through OpenRouter, testing image input per host | Individual builder | Published Sep 7, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Hacker News comment on GLM-5.3-Flash via together.ai against DeepSeek V4 FlashID ta-03 | Developer Communities | news.ycombinator.com/ | Peter Sugihara (rgbrgb), co-founder of Open Listingsself-described: A personal ad-detection task over written transcripts, ten tasks per run | Individual builder | Published Aug 28, 2026 | Assessment reviewed Nov 1, 2026 | Current | Listed, no finding position |
| Hacker News comment on a mixture of open-weight models through Together.ai and Fireworks.aiID ta-22 | Developer Communities | news.ycombinator.com/ | dkersten, Hacker Newsself-described: Their own coding work, after leaving a closed-model service they call unreliable | Individual builder | Published Aug 24, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Hacker News comment on running new Chinese models on US providersID ta-24 | Developer Communities | news.ycombinator.com/ | joecot, Hacker Newsself-described: Choosing where to run newly released open-weight models | Individual builder | Published Jul 20, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Reply on OpenRouter billing compared with together.ai refundsID ta-26 | Developer Communities | www.reddit.com/ | Evening-Guarantee-84, Reddit (r/openrouter)self-described: Prepaid credit left unused on Together | Individual builder | Published Jul 19, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Mark 6 removed Together.ai serverless models as deprecatedID ta-20 | Developer Communities | github.com/ | Max Collier (mcwalrus), software engineer, entain-group on his GitHub profileself-described: Checking the models.dev catalog against Together's serverless endpoint | Individual builder | Published Jul 18, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Together.ai models to be deprecated July 10ID ta-19 | Developer Communities | github.com/ | Max Collier (mcwalrus), software engineer, entain-group on his GitHub profileself-described: Keeping the pi coding agent's Together model list current | Individual builder | Published Jun 28, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Together.ai MiniMaxAI/MiniMax-M2.5 model doesn't work with serverless inferenceID ta-30 | Developer Communities | github.com/ | Eric Henry (awakenalive), TrueVektor Developmentself-described: Selecting a Together model in the pi coding agent on pay-per-token serverless | Individual builder | Published Jun 8, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| bug: max_output_tokens setting doesn't work with Together.aiID ta-17 | Developer Communities | github.com/ | Branko Radovanović (brankoradovanovic-mcom), Multicom d.o.o.self-described: The Jan desktop client with Together.ai as its remote provider | Individual builder | Published Jun 3, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Hacker News comment on together.ai outages and latencyID ta-04 | Developer Communities | news.ycombinator.com/ | HDBaseT, Hacker Newsself-described: An aside in a thread about open-model hosts | Individual builder | Published May 19, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Hacker News comment on Together.ai's price against DeepSeek's own APIID ta-25 | Developer Communities | news.ycombinator.com/ | pants2, Hacker Newsself-described: Weighing US hosts against DeepSeek's first-party pricing | Individual builder | Published May 11, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Release a langchain-together 1.0 without dependency conflictsID ta-39 | Developer Communities | github.com/ | Santiago Martinez Bragado (smartinezbragado), Trazaself-described: Traza's workspace on LangChain 1.x | Individual builder | Published Mar 24, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Ephemeral chat. Private, secure, chat with together.ai open source models.ID ta-11 | Developer Communities | www.reddit.com/ | slippery, builder of Ephemeral, an open-source chat app built on Togetherself-described: Ephemeral, their open-source web chat app on Together's Kimi-K2.5 | Individual builder | Published Feb 7, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Change model qwen/qwen3-coder-next from together.ai to openrouterID ta-29 | Developer Communities | github.com/ | Juan Pedro Michelini Jorge (juanmichelini), MTS @ Openhands: Evals, benchmarks, leaderboards, harnessself-described: The OpenHands agent SDK's evaluation runs, calling models through LiteLLM | Product or platform team | Published Feb 4, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| seed must not be set when best_of is greater than 1ID ta-38 | Developer Communities | github.com/ | Roman Vashurin (rvashurin), research engineer at MBZUAIself-described: Uncertainty-quantification research that needs several seeded completions per prompt | Individual builder | Published Jan 16, 2026 | Assessment reviewed Nov 1, 2026 | Current | |
| Having a problem with the together.ai apiID ta-09 | Developer Communities | www.reddit.com/ | Infamous_Sector_6411, Reddit (r/LocalLLaMA)self-described: Personal projects on AnythingLLM, with €15 of Together credits | Individual builder | Published Oct 19, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Reply on truncated answers from the together.ai apiID ta-10 | Developer Communities | www.reddit.com/ | abnormal_human, Reddit (r/LocalLLaMA)self-described: Replying in the same thread from their own usage across many use cases | Individual builder | Published Oct 19, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Fix access to Llama-3.3-70B-Instruct modelID ta-16 | Developer Communities | github.com/ | wleonie, collaborator on debatelab/evidence-seekerself-described: A multi-step evidence-checking pipeline that uses grammar-constrained output | Individual builder | Published Sep 18, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Agent seems unable to do anything using together.aiID ta-31 | Developer Communities | github.com/ | David Else (David-Else), software developer, Else Web Developmentself-described: The opencode coding agent on Together-hosted open models, with no proxy | Individual builder | Published Aug 22, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Cannot use GPT-OSS-120b with ChatTogether and tools for create_react_agentID ta-18 | Developer Communities | github.com/ | Sagar (sagar-catomz), GitHubself-described: A LangGraph ReAct agent on ChatTogether | Individual builder | Published Aug 20, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Hacker News comment recommending together.ai for usage-based billingID ta-23 | Developer Communities | news.ycombinator.com/ | joecot, Hacker Newsself-described: Occasional use of open-source models | Individual builder | Published Aug 5, 2025 | Assessment reviewed Nov 1, 2026 | Current | |
| Use alternative of TogetherAIID ta-21 | Developer Communities | github.com/ | Amritanshu Barpanda (ABarpanda), aspiring AI engineer, Advanced Engineering Hire intern at Accenture Pune from May to July 2026self-described: Animegen, his image-generation project, on Together's free FLUX model | Individual builder | Published Jul 19, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Got Out of Credits Email from Together AI While Only Using Free Model and Still Have $1 in BalanceID ta-08 | Developer Communities | www.reddit.com/ | Wild_King_1035, Reddit (r/LocalLLaMA)self-described: An app calling the free llama-3-70b-instruct-turbo-free model through the Together API for about a month | Individual builder | Published Jul 16, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Hacker News comment on Gemma E4B on together.aiID ta-07 | Developer Communities | news.ycombinator.com/ | impure, Hacker Newsself-described: Trying a small open model on together.ai against Gemini 2.5 Flash Lite | Individual builder | Published Jul 3, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Llama 4 Scout on together_ai returns tool calls in the message textID ta-37 | Developer Communities | github.com/ | Jarett (JarettForzano), Vals AIself-described: A tool-using agent calling Together through LiteLLM | Individual builder | Published Jun 5, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| The together library adds over 100MB of dependenciesID ta-36 | Developer Communities | github.com/ | Matthias Geihs (matthiasgeihs), cryptography engineer and systems architect at Consensysself-described: Calling Together from small shared test VMs | Individual builder | Published Jun 3, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Unclosed client session errors from the async client after a few batch callsID ta-35 | Developer Communities | github.com/ | Venkat (venkatasg), assistant professor of computer science at Ithaca Collegeself-described: Research batches of DeepSeek-V3 calls on Build tier 3 | Individual builder | Published Apr 17, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Remove the pyarrow dependency from the together Python SDKID ta-34 | Developer Communities | github.com/ | Steve Cosman (scosman), building Kiln (kiln.tech), formerly Apple Photos AIself-described: Shipping Kiln, an app that bundles model-provider SDKs | Individual builder | Published Mar 19, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| together fine-tuning list crashes with a validation errorID ta-33 | Developer Communities | github.com/ | Carl Silva (silvacarl2), Sphinx Medical Technologiesself-described: Managing fine-tuning jobs from Together's command-line client | Individual builder | Published Feb 2, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| JSON mode on Llama 3.1 and 3.3 70B Turbo returns invalid JSONID ta-32 | Developer Communities | github.com/ | Shivanshu Gupta (Shivanshu-Gupta), NLP and AI researcher, Adobe on his GitHub profileself-described: Generating structured agent traces on Together's serverless Llama 70B Turbo models | Individual builder | Published Jan 8, 2025 | Assessment reviewed Nov 1, 2026 | Still applicable | |
| Third-party integrationsID td-01 | Product Documentation | docs.together.ai/ | Together AIOfficial | Not counted (documentation) | No date stated | Documentation checked Nov 1, 2026 | Current | Verification only |
| OpenAI compatibilityID td-02 | Product Documentation | docs.together.ai/ | Together AIOfficial | Not counted (documentation) | No date stated | Documentation checked Nov 1, 2026 | Current | Verification only |
| Privacy and securityID td-03 | Product Documentation | docs.together.ai/ | Together AIOfficial | Not counted (documentation) | No date stated | Documentation checked Nov 1, 2026 | Current | Verification only |
| Serverless rate limitsID td-04 | Product Documentation | docs.together.ai/ | Together AIOfficial | Not counted (documentation) | No date stated | Documentation checked Nov 1, 2026 | Current | Verification only |
| Provisioned throughputID td-05 | Product Documentation | docs.together.ai/ | Together AIOfficial | Not counted (documentation) | No date stated | Documentation checked Nov 1, 2026 | Current | Verification only |
