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GPT-6.1 Terra

Ranked 18 of 72 language models by recommenders

Recommended as a cheap, fast workhorse for routine coding and agentic tasks. Critics say it still makes basic mistakes.

Recommended as a cheap, fast workhorse for routine coding and agentic tasks. Critics say it still makes basic mistakes.

156 people gave an opinion

recommend it
91
criticize it
65
approval share
58%
Each figure is 2 people. RecommendsCriticizes

Recommended in 7 of 13 months

  1. November 2025: not recommended
  2. December 2025: not recommended
  3. January 2026: not recommended
  4. February 2026: not recommended
  5. March 2026: not recommended
  6. April 2026: not recommended
  7. May 2026: recommended
  8. June 2026: recommended
  9. July 2026: recommended
  10. August 2026: recommended
  11. September 2026: recommended
  12. October 2026: recommended
  13. November 2026: recommended (month in progress)

Why it doesn’t carry the badge

  • 91 people recommend itNeeds 10 or more, met.
  • 1.4 recommenders for every criticNeeds 2 to 1 or better, not met.
  • Recommended in 7 of 13 monthsNeeds 4 or more, met.

The same three rules apply to every product, and the badge can’t be bought. How the badge works

What people say about it

The reasons people give, with the number of comments that give each one. Open a reason to read what they said.

Why people recommend it

Each mark is one comment

  • Low cost for good results

    “GPT-6.1 Terra is an AWESOME release for anyone using the API in agentic production applications where cost matters.”

    Comment from 26 Oct 2026 in “GPT-6.1 Terra”

    “Cheap and affordable. Dispatching proper tasks to these models can save you a huge % of your quota.”

    Comment from 26 Oct 2026 in “GPT-6.1 Terra”

    “The reduction in price for the Terra model series has been particularly helpful for us.”

    Comment from 11 Aug 2026 in “Launch HN: Keet (YC S24) – An app to create video courses on anything”
  • Reliable workhorse for routine tasks

    “Terra had the "workhorse" quality where it could do these changes in bulk and follow directions without being too 'smart'”

    Comment from 22 Sep 2026 in “GPT-6 Sol and Luna”

    “I actually found Terra to be a very good workhorse model on none-to-medium reasoning”

    Comment from 22 Sep 2026 in “GPT-6 Sol and Luna”

    “I also get good mileage out of Terra when I need a diligent workhorse”

    Comment from 22 Sep 2026 in “GPT-6 Sol and Luna”
  • Faster than comparable models

    “Terra is probably better than Astra and Sol at technical communication, similar on vision and computer use (but much faster!), and a bit worse on most other things.”

    Comment from 26 Oct 2026 in “GPT-6.1 Terra”

    “Sometimes this tier is faster, and getting a good enough result in a few seconds instead of a better result in ~15-30 seconds is a meaningful result.”

    Comment from 26 Oct 2026 in “GPT-6.1 Terra”
  • Cheaper planning split with Sol

    “I've saved on $$ on the tasks where I split planning+execution into Sol+Terra”

    Comment from 5 Sep 2026 in “Portal by Spotify cut my Claude Code token usage by 90%”

    “Sol to write the brief and Terra to implement it, works pretty well”

    Comment from 25 Jul 2026 in “Opus 5 is currently #1 on Artificial Analysis Intelligence Leaderboard”

What people warn about

Each mark is one comment

  • Makes basic mistakes and serious bugs

    “They all work, they all are "good", they all are both "smart" and commit incredible basic mistakes a fair amount of times.”

    Comment from 2 Sep 2026 in “Claude Fable 5.1 and Claude Mythos 5.1”

    “All non-trivial code terra has generated for me has had at least one serious bug in it.”

    Comment from 18 Aug 2026 in “GPT-5.6 Sol Pricing Cut by 50%”

    “Terra did such idiotic crap to my flashcards app that I stopped using it for anything after that.”

    Comment from 23 Sep 2026 in “GPT-6 Sol and Luna”
  • Too many confusing model versions

    “You know they’ve run out of ideas when they’re releasing this many versions of the same base model.”

    Comment from 26 Oct 2026 in “GPT 6.1 Terra”

    “The obnoxious/confusing thing is that models are released individually rather than as a family.”

    Comment from 26 Oct 2026 in “GPT-6.1 Terra”

    “They have too many models, and too many effort levels, it starts to feel like what to chose.”

    Comment from 26 Oct 2026 in “GPT-6.1 Terra”
  • Not clearly better than alternatives

    “No testing I've done has shown them to have a niche where there isn't a cheaper-with-equal-results or more-performant-at-same-cost option.”

    Comment from 27 Oct 2026 in “GPT-6.1 Terra”

    “Every test I've done with Sonnet or Tera has been more expensive than just using their big brothers”

    Comment from 9 Oct 2026 in “Why isn't the industry freaking out about DeepSeek 4.1 Flash?”

    “It wasn't really used enough and it sat in an awkward middle space between luna and sol”

    Comment from 22 Sep 2026 in “GPT-6 Sol and Luna”
  • Inconsistent availability and releases

    “But then things go confusing, they released Sol-6.1 which sometimes is superior to Astra, and discontinued Terra”

    Comment from 26 Oct 2026 in “GPT-6.1 Terra”

    “The inconsistency wrt their availability, starting with day 1 of a new model version, is precisely the problem.”

    Comment from 27 Oct 2026 in “GPT-6.1 Terra”

Other language models people recommend

The four most recommended other language models, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.

GPT-6.1 Terra compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
Claude Opus3,3312,74655%134 mo156 owners—
OpenAI GPT1,20598755%136 mo47 owners—
Claude Sonnet85458659%136 mo46 owners—
DeepSeek V4 Flash82822379%81 mo24 ownersApproved
GPT-6.1 TerraThis page916558%7——
See all 72 language models, ranked

What people said

40 of the 175 comments that mention it, newest first. Each links to the original comment.

“Using 6.1 Terra for E2E workflow testing feels like cheating. I thought it would have all kinds of problems with the action space on certain steps, but it runs like a deterministic unit test.”

RecommendsComment from 1 Nov 2026 in “Anthropic blocks users for anything touching training larger models”

“Terra 6.1 is only a hair behind Sol 6.1, hopefully making it a useful Sol replacement for slightly easier tasks.”

MixedComment from 28 Oct 2026 in “GPT-6.1 Terra”

“The inconsistency wrt their availability, starting with day 1 of a new model version, is precisely the problem.”

CriticizesComment from 27 Oct 2026 in “GPT-6.1 Terra”

“No testing I've done has shown them to have a niche where there isn't a cheaper-with-equal-results or more-performant-at-same-cost option.”

CriticizesComment from 27 Oct 2026 in “GPT-6.1 Terra”

“it kind of does what I would ask Sol or Astra, but dont have to count tokens as much”

RecommendsComment from 27 Oct 2026 in “GPT-6.1 Terra”

“Terra with low reasoning ended up with the best price/performance & latency.”

RecommendsComment from 26 Oct 2026 in “GPT-6.1 Terra”

“GPT-6.1 Terra is an AWESOME release for anyone using the API in agentic production applications where cost matters.”

RecommendsComment from 26 Oct 2026 in “GPT-6.1 Terra”

“You know they’ve run out of ideas when they’re releasing this many versions of the same base model.”

CriticizesComment from 26 Oct 2026 in “GPT 6.1 Terra”

“If you trust these benchmarks, I'd argue that there's almost never a reason to use anything other than Terra 6.1 xhigh.”

RecommendsComment from 26 Oct 2026 in “GPT-6.1 Terra”

“The obnoxious/confusing thing is that models are released individually rather than as a family.”

CriticizesComment from 26 Oct 2026 in “GPT-6.1 Terra”

“dirt cheap and good enough for 50% (or more) of the typical junior dev's workload”

RecommendsComment from 26 Oct 2026 in “GPT-6.1 Terra”

“Terra is probably better than Astra and Sol at technical communication, similar on vision and computer use (but much faster!), and a bit worse on most other things.”

MixedComment from 26 Oct 2026 in “GPT-6.1 Terra”

“Cheap and affordable. Dispatching proper tasks to these models can save you a huge % of your quota.”

RecommendsComment from 26 Oct 2026 in “GPT-6.1 Terra”

“Sometimes this tier is faster, and getting a good enough result in a few seconds instead of a better result in ~15-30 seconds is a meaningful result.”

MixedComment from 26 Oct 2026 in “GPT-6.1 Terra”

“They have too many models, and too many effort levels, it starts to feel like what to chose.”

CriticizesComment from 26 Oct 2026 in “GPT-6.1 Terra”

“But then things go confusing, they released Sol-6.1 which sometimes is superior to Astra, and discontinued Terra”

CriticizesComment from 26 Oct 2026 in “GPT-6.1 Terra”

“Ingesting 600k word document and drawing conclusions/patterns from it is something I routinely give to Terra.”

RecommendsComment from 12 Oct 2026 in “What should we tell our students?”

“Every test I've done with Sonnet or Tera has been more expensive than just using their big brothers”

CriticizesComment from 9 Oct 2026 in “Why isn't the industry freaking out about DeepSeek 4.1 Flash?”

“sonnet/terra and composer 2.5 and grok 4.7 are actually good enough for most tasks”

RecommendsComment from 8 Oct 2026 in “Why isn't the industry freaking out about DeepSeek 4.1 Flash?”

“Terra did such idiotic crap to my flashcards app that I stopped using it for anything after that.”

CriticizesComment from 23 Sep 2026 in “GPT-6 Sol and Luna”

“Terra [high] was on the pareto frontier of DeepSWE's score over cost, if only ever so slightly.”

MixedComment from 22 Sep 2026 in “Claude Opus 5.5”

“I actually found Terra to be a very good workhorse model on none-to-medium reasoning”

RecommendsComment from 22 Sep 2026 in “GPT-6 Sol and Luna”

“I also get good mileage out of Terra when I need a diligent workhorse”

RecommendsComment from 22 Sep 2026 in “GPT-6 Sol and Luna”

“Terra had the "workhorse" quality where it could do these changes in bulk and follow directions without being too 'smart'”

RecommendsComment from 22 Sep 2026 in “GPT-6 Sol and Luna”

“Terra is useful when medium-grade intelligence is needed in instant ("none" thinking) mode.”

RecommendsComment from 22 Sep 2026 in “GPT-6 Sol and Luna”

“In "none" thinking mode, Terra serves a useful purpose where medium-grade intelligence is needed.”

RecommendsComment from 22 Sep 2026 in “GPT-6 Sol and Luna”

“It wasn't really used enough and it sat in an awkward middle space between luna and sol”

CriticizesComment from 22 Sep 2026 in “GPT-6 Sol and Luna”

“Terra is in the sweet spot where if feels like Opus 4.6. Competent but not too smart.”

RecommendsComment from 22 Sep 2026 in “GPT-6 Sol and Luna”

“I've saved on $$ on the tasks where I split planning+execution into Sol+Terra”

RecommendsComment from 5 Sep 2026 in “Portal by Spotify cut my Claude Code token usage by 90%”

“They all work, they all are "good", they all are both "smart" and commit incredible basic mistakes a fair amount of times.”

MixedComment from 2 Sep 2026 in “Claude Fable 5.1 and Claude Mythos 5.1”

“I used sol, terra and Luna and I think they and the first two are good for first code reviews.”

RecommendsComment from 24 Aug 2026 in “Anthropic's best AI model struggles to attract users as cheaper tools thrive”

“All non-trivial code terra has generated for me has had at least one serious bug in it.”

CriticizesComment from 18 Aug 2026 in “GPT-5.6 Sol Pricing Cut by 50%”

“will likely produce better results than Luna xhigh and cost about the same or less”

RecommendsComment from 14 Aug 2026 in “Don't classify, hallucinate!”

“Luna and Terra are great, but so are DeepSeek Flash, MiMo, Qwen 3.6, and even Gemma for some things.”

RecommendsComment from 14 Aug 2026 in “Accelerating GPT-5.6 Sol Ultrafast”

“I am seeing essentially deterministic results with Terra running a custom browser automation agent across >100 interaction events.”

RecommendsComment from 12 Aug 2026 in “DeepSeek V4 Pro 0813”

“Terra and Luna are fine, but they’re quite slow (OAI seems to be really slow lately)”

MixedComment from 12 Aug 2026 in “DeepSeek V4 Pro 0813”

“The reduction in price for the Terra model series has been particularly helpful for us.”

RecommendsComment from 11 Aug 2026 in “Launch HN: Keet (YC S24) – An app to create video courses on anything”

“let it iterate code reviews/fixes/test cases a few times, and you'll have something nice”

RecommendsComment from 28 Jul 2026 in “A $500 RL fine-tune of a 9B open model beat frontier models on catalog review”

“Sol to write the brief and Terra to implement it, works pretty well”

RecommendsComment from 25 Jul 2026 in “Opus 5 is currently #1 on Artificial Analysis Intelligence Leaderboard”

“you're about to get today's mainline performance at a fraction of the price”

RecommendsComment from 26 Jun 2026 in “Previewing GPT‑5.6 Sol: a next-generation model”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.