Hacker ApprovedDepartments

OpenAI Deep Research

Ranked 3 of 6 research agents by recommenders

People recommend it for thorough, flexible research that surfaces far more sources than a search engine. The most common caveat is that Pro subscribers get only five full runs per month, after which critics say the limited version is weak.

People recommend it for thorough, flexible research that surfaces far more sources than a search engine. The most common caveat is that Pro subscribers get only five full runs per month, after which critics say the limited version is weak.

28 people gave an opinion

recommend it
13
criticize it
15
approval share
46%
Each figure is one person. RecommendsCriticizes

Recommended in 8 of 13 months

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

Why it doesn’t carry the badge

  • 13 people recommend itNeeds 10 or more, met.
  • 0.8 recommenders for every criticNeeds 2 to 1 or better, not met.
  • Recommended in 8 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

  • Strong overall quality and accuracy

    “Very few mistakes and lots more flexibility and understanding than the travel agents I used before.”

    Comment from 9 Jun 2026 in “Siri AI”

    “the OpenAI offering has become genuinely amazing”

    Comment from 2 Dec 2025 in “OpenAI declares 'code red' as Google catches up in AI race”

    “the recommendations still seem mostly “correct””

    Comment from 3 Nov 2025 in “Tongyi DeepResearch – open-source 30B MoE Model that rivals OpenAI DeepResearch”
  • Broad, fast source surveying

    “As it can quickly survey hundreds of sources for overall relevance”

    Comment from 9 Apr 2026 in “Research-Driven Agents: What Happens When Your Agent Reads Before It Codes”

    “It is absolutely a better-Google-than-Google class of resource.”

    Comment from 24 Feb 2026 in “Ask HN: How to exhaustively search the scientific literature?”
  • Better than other research tools

    “It is absolutely a better-Google-than-Google class of resource.”

    Comment from 24 Feb 2026 in “Ask HN: How to exhaustively search the scientific literature?”

    “OpenAI Deep Research does a much better job”

    Comment from 27 May 2026 in “Big Tech's Anti-Labor Playbook Has Come for Wikipedia”
  • Valuable research input for LLMs

    “I almost exclusively use Deep Research as inputs to LLMs for deeper domain knowledge”

    Comment from 10 Nov 2025 in “Tongyi DeepResearch – open-source 30B MoE Model that rivals OpenAI DeepResearch”

    “Deep Research is invaluable”

    Comment from 9 Jan 2026 in “AI solves Erdos problem #728 (Terence Tao mathstodon post)”

What people warn about

Each mark is one comment

  • Quality has declined over time

    “Deep Research (though I swear it was better when I could choose o3)”

    Comment from 12 Nov 2025 in “GPT-5.1: A smarter, more conversational ChatGPT”

    “I used to like OpenAI Deep Research, but then switched”

    Comment from 25 Feb 2026 in “Mercury 2: The fastest reasoning LLM, powered by diffusion”

    “(OpenAI's has really gone downhill for some reason.)”

    Comment from 20 Feb 2026 in “Nvidia and OpenAI abandon unfinished $100B deal in favour of $30B investment”
  • Skips items or gives thin results

    “Repeatedly it would take shortcuts and not actually do the full list.”

    Comment from 3 Nov 2025 in “Tongyi DeepResearch – open-source 30B MoE Model that rivals OpenAI DeepResearch”

    “got a handful of results, but nothing comprehensive”

    Comment from 24 Feb 2026 in “Ask HN: How to exhaustively search the scientific literature?”

Other research agents people recommend

The four most recommended other research agents, 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.

OpenAI Deep Research compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
Autoresearch by Karpathy371571%6—Approved
Gemini Deep Research271959%9——
OpenAI Deep ResearchThis page131546%8——
Kagi Research90100%7——
LangAlpha8280%1——
See all 6 research agents, ranked

What people said

26 of the 28 comments that mention it, newest first. Each links to the original comment.

“ChatGPT nerfed its Deep Research offering”

CriticizesComment from 16 Aug 2026 in “ChatGPT lost 22 points of web share in a year”

“That approach won't give you access to the "Pro Mode" nor "Deep Research" though”

MixedComment from 31 Jul 2026 in “DeepSeek-V4-Flash Update”

“But it had fabricated the entire report. Nothing in it was true.”

CriticizesComment from 4 Jul 2026 in “Gone but Not Forgotten: Recovering the Dead Web”

“Subtly different prompts that by all means should still produce the same factual outcome”

CriticizesComment from 10 Jun 2026 in “German ruling declares Google liable for false answers in AI Overviews”

“Very few mistakes and lots more flexibility and understanding than the travel agents I used before.”

RecommendsComment from 9 Jun 2026 in “Siri AI”

“OpenAI Deep Research does a much better job”

RecommendsComment from 27 May 2026 in “Big Tech's Anti-Labor Playbook Has Come for Wikipedia”

“the second I have to pay even 2x the price I won't use that anymore”

MixedComment from 15 May 2026 in “The old world of tech is dying and the new cannot be born”

“it works much better than even chatgpt, gemini or claude deep research outputs”

CriticizesComment from 11 May 2026 in “Ask HN: What Are You Working On? (May 2026)”

“but it still needs improvement”

CriticizesComment from 26 Apr 2026 in “An amateur just solved a 60-year-old math problem–by asking AI”

“As it can quickly survey hundreds of sources for overall relevance”

RecommendsComment from 9 Apr 2026 in “Research-Driven Agents: What Happens When Your Agent Reads Before It Codes”

“could not be iterative and future proof as new evidence comes to light”

CriticizesComment from 23 Mar 2026 in “Show HN: MAGA or Not? Political alignment scores for people and companies”

“I used to like OpenAI Deep Research, but then switched”

CriticizesComment from 25 Feb 2026 in “Mercury 2: The fastest reasoning LLM, powered by diffusion”

“got a handful of results, but nothing comprehensive”

CriticizesComment from 24 Feb 2026 in “Ask HN: How to exhaustively search the scientific literature?”

“It is absolutely a better-Google-than-Google class of resource.”

RecommendsComment from 24 Feb 2026 in “Ask HN: How to exhaustively search the scientific literature?”

“is largely garbage, especially for goods where the infosphere is dominated by the manufacturers”

CriticizesComment from 22 Feb 2026 in “Global Intelligence Crisis”

“(OpenAI's has really gone downhill for some reason.)”

CriticizesComment from 20 Feb 2026 in “Nvidia and OpenAI abandon unfinished $100B deal in favour of $30B investment”

“Deep Research is invaluable”

RecommendsComment from 9 Jan 2026 in “AI solves Erdos problem #728 (Terence Tao mathstodon post)”

“Deep Research works better than OpenAI's deep research given their search expertise.”

CriticizesComment from 8 Dec 2025 in “Microsoft has a problem: lack of demand for its AI products”

“it’s weird and forced because it asks one series of questions”

CriticizesComment from 8 Dec 2025 in “The "confident idiot" problem: Why AI needs hard rules, not vibe checks”

“Pro subscribers get only five per month. After that, it's a limited version, and it's not good”

MixedComment from 2 Dec 2025 in “OpenAI declares 'code red' as Google catches up in AI race”

“the OpenAI offering has become genuinely amazing”

RecommendsComment from 2 Dec 2025 in “OpenAI declares 'code red' as Google catches up in AI race”

“Deep Research (though I swear it was better when I could choose o3)”

MixedComment from 12 Nov 2025 in “GPT-5.1: A smarter, more conversational ChatGPT”

“I almost exclusively use Deep Research as inputs to LLMs for deeper domain knowledge”

RecommendsComment from 10 Nov 2025 in “Tongyi DeepResearch – open-source 30B MoE Model that rivals OpenAI DeepResearch”

“making it for many cases the least useful research agent”

CriticizesComment from 3 Nov 2025 in “Tongyi DeepResearch – open-source 30B MoE Model that rivals OpenAI DeepResearch”

“Repeatedly it would take shortcuts and not actually do the full list.”

CriticizesComment from 3 Nov 2025 in “Tongyi DeepResearch – open-source 30B MoE Model that rivals OpenAI DeepResearch”

“the recommendations still seem mostly “correct””

MixedComment from 3 Nov 2025 in “Tongyi DeepResearch – open-source 30B MoE Model that rivals OpenAI DeepResearch”

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