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What leaders and teams rolling out Grok report, with every finding tied to its evidence.

Read the findings

What the evidence says

Whose sources count

Practitioner sentiment, all users

+9 Mixed from 49 sources that take a side

How this figure is made

Mixed overall signal, net 9 points

From 46 authors in 42 discussions. Run a pilot on your team's recurring tasks to measure how often answers are used without rework.

Analyzed
83 total sources
Top praise
Everyday Answers (9 of 10 sources) See praise evidence
Top concern
Usage Limits & Cost (9 of 11 sources) See concern evidence

Mar 2025 to Oct 2026.

71 sources from practitioners, by month and sentiment.

The read is mixed: 22 positive, 10 mixed, and 17 negative. Praise centers on everyday answers and voice mode, with search for current events close behind. Usage limits are the most raised concern, and 14 accounts also use another assistant beside Grok.

Positive, mixed and negative sources

The score counts them as 21 positive, 8 mixed and 17 negative votes, one per author. See How the numbers work.

See the evidence

Below: 4 praise themes, 4 concerns, 2 close to agreement and 2 disagreements.

Findings

Counted for All users, from 71 sources. Change group

What practitioners praise

Every capability practitioners describe positively, ranked by how many sources say so. Open one to read who said it.

  1. Everyday Answers9 of 10 sources on it praise itGeneral chat on grok.com and the apps: direct, useful answers to everyday and technical questions.

    Counted for All users.

    Positive, 9

    1. Positive

      porridgeraisin, Hacker News commenter

      Comment on: Improving GPT-5.6 Sol in ChatGPT, expanding GPT-5.6 Luna access for free usersHacker News comment

      Dropped ChatGPT's free web app for quick questions and now uses grok.com often since Grok 4.5, beside a paid coding agent.

      Published Aug 6, 2026self-described: Describing their own use of Grok

    2. Positive

      itake, Hacker News commenter

      Comment on: Who's afraid of Chinese models?Hacker News comment

      Put the same contested question about the war in Gaza to Grok and ChatGPT, and found Grok's answer covered both readings of the term in more depth.

      Published Jul 21, 2026self-described: Describing their own use of Grok

    3. Positive

      eddof13, Hacker News commenter

      Comment on: Grok 4.5Hacker News comment

      Canceled Claude on a personal account after it refused a request on political grounds, subscribed to SuperGrok, and SuperGrok did the task.

      Published Jul 9, 2026self-described: Paying Grok subscriber describing their own use

    4. Positive

      smitty1e, Hacker News commenter

      Comment on: I Will Never Use AI to CodeHacker News comment

      Used SuperGrok to work out QGIS automation through PyQGIS's class hierarchy, and calls it a time saver that works like a better Google search.

      Published May 9, 2026self-described: Paying Grok subscriber describing their own use

    5. Mixed

      artdigital, Hacker News commenter

      Comment on: Grok 4.3Hacker News comment

      Calls Grok their favorite model for chat and the best voice mode, but says missing connectors, projects in the native apps, and memory keep it from serious work.

      Published May 1, 2026self-described: Describing their own use of Grok

    6. Positive

      solidasparagus, Hacker News commenter

      Comment on: Grok 4.3Hacker News comment

      Avoided Grok because of Musk, then found grok.com an extremely good chat app, second only to Claude for them, and far less provocative than the news suggests.

      Published May 1, 2026self-described: Describing their own use of Grok

    7. Positive

      brightball, Hacker News commenter

      Comment on: Three Years from GPT-3 to Gemini 3Hacker News comment

      Rates Grok ahead of Gemini 3 at getting an answer right on the first try, while planning more Gemini use at work for its Google Workspace integrations.

      Published Nov 24, 2025self-described: Compares assistants for use at work

    8. Positive

      woah, Hacker News commenter

      Comment on: The Biology of a Large Language ModelHacker News comment

      Calls Grok 3 one of the strongest assistants open to consumers; free reasoning and deep search made it their main assistant for general use.

      Published Mar 28, 2025self-described: Describing their own use of Grok

    9. Negative

      artdigital, Hacker News commenter

      Comment on: Grok 4.7Hacker News comment

      Calls Grok the consumer app and model they like most. Now one or two questions a day nearly use up the weekly SuperGrok quota, so paying for it no longer makes sense.

      Published Sep 22, 2026self-described: Paying Grok subscriber describing their own use

    Mixed or negative, 1

    1. Negative

      tedggh, Hacker News commenter

      Comment on: GPT-5Hacker News comment

      Finds Grok unusable on medium-size codebases and system design, and says SuperGrok loses context within short project chats, taking a feature named Jupiter for the planet.

      Published Aug 8, 2025self-described: SuperGrok and ChatGPT user working on code and system design

    Open them in the record
  2. Voice Mode9 of 11 sources on it praise itTalking with Grok hands-free on the phone, in the car, or on a walk, for brainstorming, rehearsal, and questions.

    Counted for All users.

    Positive, 9

    1. Positive

      modeless, Hacker News commenter

      Comment on: Siri is so bad at everythingHacker News comment

      Finds Grok's voice mode better than ChatGPT's, and uses it with Grok Bot as an agent they can talk to by phone.

      Published Oct 15, 2026self-described: Describing their own use of Grok

    2. Positive

      alexpotato, Hacker News commenter

      Comment on: Trying the software factory patternHacker News comment

      Connected Grok to a GitHub project board and uses Grok voice while walking or driving to refine ideas and save them as issues for coding agents.

      Published Sep 20, 2026self-described: Engineer with PM, SRE, and management experience, describing a side-project workflow

    3. Mixed

      nomilk, Hacker News commenter

      Comment on: Grok 4.6Hacker News comment

      Loved Grok's voice mode for brainstorming on walks, then found it terse from about two weeks earlier, answering one part of a multi-part question.

      Published Aug 12, 2026self-described: Describing their own use of Grok

    4. Positive

      modeless, Hacker News commenter

      Comment on: Grok 4.6Hacker News comment

      Finds Grok's voice mode loses the least against text models and is best on current events and web research; in the car it found and explained a recent paper.

      Published Aug 12, 2026self-described: Describing their own use of Grok

    5. Positive

      simianwords, Hacker News commenter

      Comment on: New Flagship Grok VoicesHacker News comment

      Calls Grok voice the best voice assistant, with the right balance of speed and intelligence, and finds ChatGPT's voice less natural.

      Published Jul 13, 2026self-described: Describing their own use of Grok

    6. Positive

      tonymet, Hacker News commenter

      Comment on: More than 6 out of 10 people turn to AI for psychological supportHacker News comment

      Uses Grok voice chat in the car to rehearse difficult conversations, prompting it to play a reluctant medical billing administrator.

      Published Jun 3, 2026self-described: Describing their own use of Grok

    7. Mixed

      artdigital, Hacker News commenter

      Comment on: Grok 4.3Hacker News comment

      Calls Grok their favorite model for chat and the best voice mode, but says missing connectors, projects in the native apps, and memory keep it from serious work.

      Published May 1, 2026self-described: Describing their own use of Grok

    8. Positive

      hcurtiss, Hacker News commenter

      Comment on: Grok 4.7Hacker News comment

      Uses Grok all day, with Grok Bot checking email every 15 minutes and voice on a two-hour round-trip commute, and never comes close to the quota.

      Published Sep 22, 2026self-described: SuperGrok with X Premium+ subscriber

    9. Negative

      u/OddMaybe5464, r/grok member

      SuperGrok's New 40-Min Voice Chat Hard Cap is a Total BS Money Grab - I Cancelled Immediately, and You Should Too Unless xAI Fixes ThisReddit post

      Subscribed to SuperGrok for voice mode and real-time knowledge, hit a new daily voice cap of about 30 to 40 minutes while troubleshooting work, and canceled.

      Published May 12, 2026self-described: Paying Grok subscriber describing their own use

    Mixed or negative, 2

    1. Negative

      u/Suspicious_Toe6050, r/grok member

      The voice that used to roast me is gone, and nobody at xAI will say a damn word about itReddit post

      Says a July update made the voice mode's personality flat with no announcement, and canceled after support did not reply.

      Published Oct 6, 2026self-described: Paying Grok subscriber describing their own use

    2. Mixed

      joshmarlow, Hacker News commenter

      Comment on: GPT-5.2Hacker News comment

      Finds Grok's voice chat close to what they want, but a couple of seconds slower to start and harder to switch between voice and text in one chat.

      Published Dec 11, 2025self-described: Describing their own use of Grok

    Open them in the record
  3. Search & Current Events8 of 9 sources on it praise itFinding current information through web and X search, DeepSearch, and scheduled news tasks.

    Counted for All users.

    Positive, 8

    1. Positive

      modeless, Hacker News commenter

      Comment on: Grok 4.6Hacker News comment

      Finds Grok's voice mode loses the least against text models and is best on current events and web research; in the car it found and explained a recent paper.

      Published Aug 12, 2026self-described: Describing their own use of Grok

    2. Positive

      einsteinx2, Hacker News commenter

      Comment on: Anthropic is expanding to Colossus2. Will use GB200Hacker News comment

      Pays US$10 a month for Grok Lite for web search tasks, as others use Perplexity, beside Claude Max for coding, and has not found Grok biased in their searches.

      Published May 21, 2026self-described: Pays for a Grok Lite plan beside a Claude Max plan

    3. Positive

      smitty1e, Hacker News commenter

      Comment on: I Will Never Use AI to CodeHacker News comment

      Used SuperGrok to work out QGIS automation through PyQGIS's class hierarchy, and calls it a time saver that works like a better Google search.

      Published May 9, 2026self-described: Paying Grok subscriber describing their own use

    4. Positive

      chopete3, Hacker News commenter

      Comment on: Schedule tasks on the webHacker News comment

      Uses Grok's scheduled tasks to pull specific news from several sources first thing each morning, and notes the free tier allows 10 concurrent tasks.

      Published Mar 27, 2026self-described: Describing their own use of Grok

    5. Positive

      keepamovin, Hacker News commenter

      Comment on: We gave 5 LLMs $100K to trade stocks for 8 monthsHacker News comment

      Credits Grok's deep search and its real-time knowledge from the X integration, and calls Grok a strong tool for open-source intelligence research.

      Published Dec 5, 2025self-described: Describing their own use of Grok

    6. Positive

      tmaly, Hacker News commenter

      Comment on: Google AI UltraHacker News comment

      Started on ChatGPT and keeps Grok for Deep Search, which saves a lot of time on web search and analysis, while weighing Gemini as a replacement.

      Published May 28, 2025self-described: Describing their own use of Grok

    7. Positive

      woah, Hacker News commenter

      Comment on: The Biology of a Large Language ModelHacker News comment

      Calls Grok 3 one of the strongest assistants open to consumers; free reasoning and deep search made it their main assistant for general use.

      Published Mar 28, 2025self-described: Describing their own use of Grok

    8. Positive

      wongarsu, Hacker News commenter

      Comment on: Claude can now search the webHacker News comment

      Rates Grok's DeepSearch and DeeperSearch well, and likes reading the trace as each round of searches narrows on what the last round found.

      Published Mar 20, 2025self-described: Describing their own use of Grok

    Mixed or negative, 1

    1. Mixed

      athoun, Hacker News commenter

      Comment on: Gemini 2.5 Pro PreviewHacker News comment

      Gets good results from Grok on large refactors, but finds Gemini 2.5 Pro Deep Research has passed Grok's DeepSearch on thoroughness and research quality.

      Published May 6, 2025self-described: Describing their own use of Grok

    Open them in the record
  4. Image & Video Generation4 of 5 sources on it praise itMaking images and short videos with Grok Imagine.

    Counted for All users.

    Positive, 4

    1. Positive

      levelforge, Hacker News commenter

      Comment on: Xkcd comics re-imagined with Grok IMAGINEHacker News comment

      Animated a set of xkcd comics with Grok Imagine and rates about 80% of them great; of the video models tried, Imagine was the only one with usable output.

      Published Jul 18, 2026self-described: Describing their own use of Grok

    2. Positive

      JeremyHerrman, Hacker News commenter

      Comment on: Nano Banana 2 LiteHacker News comment

      Reviewing fast image generation, found Grok Imagine balanced quality, speed, and cost well, at under US$0.02 per 1K image in a few seconds.

      Published Jul 1, 2026self-described: Reviewed fast image generation models

    3. Positive

      abustamam, Hacker News commenter

      Comment on: Learnings from paying artists royalties for AI-generated artHacker News comment

      Uses Grok Imagine and Nano Banana for quick images to send family and friends, where the first image is usually good enough.

      Published Mar 10, 2026self-described: Describing their own use of Grok

    4. Mixed

      observationist, Hacker News commenter

      Comment on: GPT-5.4Hacker News comment

      Finds ChatGPT's image generation better while Grok Imagine makes better videos faster, and picks a model per task.

      Published Mar 5, 2026self-described: Describing their own use of Grok

    Mixed or negative, 1

    1. Mixed

      ipaddr, Hacker News commenter

      Comment on: Kimi K3.1 Pro and K3.1 Pro HighspeedHacker News comment

      Rates Grok as okay but says its image generation has become the worst of the group, and points people who need images to ChatGPT.

      Published Oct 24, 2026self-described: Pays for several assistants and coding plans

    Open them in the record

What concerns them

Every concern practitioners raise, most raised first.

  1. Usage Limits & Cost9 of 11 sources on it raise it as a concernWeekly and daily quotas that run out early, plan changes that shrank the allowance, and paid plans that stop mid-conversation.

    Counted for All users.

    Raised as a concern, 9

    1. Negative

      jmaker, Hacker News commenter

      Comment on: Grok 4.7Hacker News comment

      About 20 to 30 simple coding prompts in Grok Build use up the SuperGrok allowance for the week; the Grok app lasts longer unless photos need editing.

      Published Sep 23, 2026self-described: Paying Grok subscriber describing their own use

    2. Negative

      artdigital, Hacker News commenter

      Comment on: Grok 4.7Hacker News comment

      Calls Grok the consumer app and model they like most. Now one or two questions a day nearly use up the weekly SuperGrok quota, so paying for it no longer makes sense.

      Published Sep 22, 2026self-described: Paying Grok subscriber describing their own use

    3. Mixed

      nomilk, Hacker News commenter

      Comment on: Grok 4.7Hacker News comment

      Mostly uses Grok voice on iOS and gets one or two conversations a day before the quota runs out, so turns to ChatGPT or Claude instead.

      Published Sep 22, 2026self-described: Paying Grok subscriber describing their own use

    4. Negative

      u/FiveFingerFishFillet, r/grok member

      Grok's usage limits are making me end serviceReddit post

      Calls Grok a personal favorite, but ended the paid X Premium plan after a text conversation stopped halfway on a usage limit.

      Published Sep 15, 2026self-described: X Premium subscriber using Grok since launch

    5. Negative

      u/addicted-to-you, r/grok member

      What the hell is this new weekly limit? $30 for this??Reddit post

      Five videos used 43% of the weekly limit, and moderated generations that never arrive still count against it.

      Published Jul 3, 2026self-described: Paying Grok subscriber describing their own use

    6. Negative

      u/SilverBurger, r/grok member

      With Weekly Quota, You Get Roughly 4 Daily Quota's Worth Every Month.Reddit post

      Spent a whole weekly quota testing chat, Imagine, agent, Build, and voice. A week buys about what the old daily quota did, and one quality image takes about 1% of the week.

      Published Jun 30, 2026self-described: Paying Grok subscriber describing their own use

    7. Negative

      started_green, Hacker News commenter

      Comment on: Morningstar values SpaceX at $780B, half its IPO targetHacker News comment

      Paid US$300 for a year of SuperGrok and saw the quota cut at once, to about 30 videos a day where the cheaper Premium plan had allowed 35 every 90 minutes.

      Published Jun 2, 2026self-described: Paying Grok subscriber describing their own use

    8. Negative

      u/Dentuam, r/grok member

      These SuperGrok Limits Are So Bad They're Pushing Me Back To ChatGPTReddit post

      Hit the image cap after 10 to 15 high-quality generations on the US$30 plan, and says the limits push them back to ChatGPT, Gemini, or Claude.

      Published May 15, 2026self-described: Paying Grok subscriber describing their own use

    9. Negative

      u/OddMaybe5464, r/grok member

      SuperGrok's New 40-Min Voice Chat Hard Cap is a Total BS Money Grab - I Cancelled Immediately, and You Should Too Unless xAI Fixes ThisReddit post

      Subscribed to SuperGrok for voice mode and real-time knowledge, hit a new daily voice cap of about 30 to 40 minutes while troubleshooting work, and canceled.

      Published May 12, 2026self-described: Paying Grok subscriber describing their own use

    Discussed without concern, 2

    1. Positive

      hcurtiss, Hacker News commenter

      Comment on: Grok 4.7Hacker News comment

      Uses Grok all day, with Grok Bot checking email every 15 minutes and voice on a two-hour round-trip commute, and never comes close to the quota.

      Published Sep 22, 2026self-described: SuperGrok with X Premium+ subscriber

    2. Positive

      sejje, Hacker News commenter

      Comment on: Grok 4.7Hacker News comment

      Finds SuperGrok's usage very generous and Grok fine for 90% of their work, and uses a stronger model to plan complicated tasks.

      Published Sep 21, 2026self-described: Paying Grok subscriber describing their own use

    GILD's fact checks, which don't count as sources

    Checked Oct 26, 2026.Each paid seat gets one weekly pool for first-party usage, shared across Grok and Cursor, and products draw from it at different rates. Usage past the pool is paid from prepaid top-ups, and the usage view shows consumption and the next reset date. The X Subscription usage limits

    Open them in the record
  2. AccuracyAll 5 sources on it raise it as a concernWrong facts, invented sources, lost context, and answers Grok defends after it is corrected.

    Counted for All users.

    1. Negative

      laser, Hacker News commenter

      Comment on: Muse Spark: Scaling towards personal superintelligenceHacker News comment

      On a floor-plan reasoning test from their own work, run on the lowest paid tier of each assistant, Grok misreported where building units sit; only Gemini answered correctly.

      Published Apr 9, 2026self-described: Tested assistants on floor plan documents for their own work

    2. Mixed

      TSUTiger, Hacker News commenter

      Comment on: The Case That A.I. Is ThinkingHacker News comment

      Grok 4 Fast gave wrong facts about schools and districts, invented school names, and insisted it was right; Expert mode, asked to re-verify, answered correctly.

      Published Nov 3, 2025self-described: Describing their own use of Grok

    3. Mixed

      Telemakhos, Hacker News commenter

      Comment on: Responses from LLMs are not factsHacker News comment

      Asks ChatGPT and Grok about Latin and ancient Greek often and finds both invent sources and quote texts that do not exist, while their translation is useful.

      Published Oct 30, 2025self-described: Asks ChatGPT and Grok about classical languages

    4. Negative

      tedggh, Hacker News commenter

      Comment on: GPT-5Hacker News comment

      Finds Grok unusable on medium-size codebases and system design, and says SuperGrok loses context within short project chats, taking a feature named Jupiter for the planet.

      Published Aug 8, 2025self-described: SuperGrok and ChatGPT user working on code and system design

    5. Negative

      xutopia, Hacker News commenter

      Comment on: Grok 4.6Hacker News comment

      Asked Grok whether a family photo posted by Maye Musk could be AI-generated, and it refused to allow the possibility despite news reports of a Made with AI label.

      Published Aug 13, 2026self-described: Describing their own use of Grok

    Open them in the record
  3. Unannounced ChangesAll 5 sources on it raise it as a concernQuality, personality, moderation, and limits that change without notice from xAI.

    Counted for All users.

    1. Negative

      u/Suspicious_Toe6050, r/grok member

      The voice that used to roast me is gone, and nobody at xAI will say a damn word about itReddit post

      Says a July update made the voice mode's personality flat with no announcement, and canceled after support did not reply.

      Published Oct 6, 2026self-described: Paying Grok subscriber describing their own use

    2. Negative

      u/Opening-Highway6727, r/grok member

      Who is Grok for?Reddit post

      Finds text quality and moderation shift after unannounced updates, from strong answers to weak ones and from fair guardrails to false positives.

      Published Aug 31, 2026self-described: Describing their own use of Grok

    3. Mixed

      nomilk, Hacker News commenter

      Comment on: Grok 4.6Hacker News comment

      Loved Grok's voice mode for brainstorming on walks, then found it terse from about two weeks earlier, answering one part of a multi-part question.

      Published Aug 12, 2026self-described: Describing their own use of Grok

    4. Negative

      u/Equivalent_Hunt_4251, r/grok member

      Xai please fix these constant outages or whatever it isReddit post

      Uses Grok for their business and hit outages three times in one day, and asks xAI to announce updates before they take the service down.

      Published Mar 2, 2026self-described: Uses Grok as a tool for their business

    5. Negative

      u/OddMaybe5464, r/grok member

      SuperGrok's New 40-Min Voice Chat Hard Cap is a Total BS Money Grab - I Cancelled Immediately, and You Should Too Unless xAI Fixes ThisReddit post

      Subscribed to SuperGrok for voice mode and real-time knowledge, hit a new daily voice cap of about 30 to 40 minutes while troubleshooting work, and canceled.

      Published May 12, 2026self-described: Paying Grok subscriber describing their own use

    Open them in the record
  4. Owner Influence & Trust4 of 5 sources on it raise it as a concernAnswers that follow Elon Musk's opinions or protect him, and colleagues who resist Grok because of its owner.

    Counted for All users.

    Raised as a concern, 4

    1. Negative

      xutopia, Hacker News commenter

      Comment on: Grok 4.6Hacker News comment

      Asked Grok whether a family photo posted by Maye Musk could be AI-generated, and it refused to allow the possibility despite news reports of a Made with AI label.

      Published Aug 13, 2026self-described: Describing their own use of Grok

    2. No opinion stated

      knicholes, Hacker News commenter

      Comment on: Grok 4.3Hacker News comment

      Reports strong resistance among colleagues at work to anything tied to Elon Musk, and to the data Musk's models are allowed to train on.

      Published May 1, 2026self-described: Reporting how colleagues at their workplace view Grok

    3. No opinion stated

      Simon Willison, creator of Datasette and co-creator of Django

      Grok: searching X for "from:elonmusk (Israel OR Palestine OR Hamas OR Gaza)"Personal blog post, simonwillison.net

      Signed up for SuperGrok and reproduced Grok 4 searching X for Elon Musk's posts before giving a one-word opinion on a contested question.

      Published Jul 11, 2025self-described: Tested Grok 4 on a SuperGrok subscription

    4. No opinion stated

      crtified, Hacker News commenter

      Comment on: Grok: Searching X for "From:Elonmusk (Israel or Palestine or Hamas or Gaza)"Hacker News comment

      Agrees Grok 4 defaulted to Musk's opinions, and traces it to a system prompt that distrusts media and asks for stakeholders' positions under a one-word answer.

      Published Jul 11, 2025self-described: Reading Grok 4's published system prompt

    Discussed without concern, 1

    1. No opinion stated

      mrandish, Hacker News commenter

      Comment on: Ilya Sutskever: We're moving from the age of scaling to the age of researchHacker News comment

      Asked Grok's free chat to list its system prompt instructions about Elon Musk and found the answer reasonable, including that an earlier directive was removed.

      Published Nov 25, 2025self-described: Tested Grok's free chat

    Open them in the record

Where the evidence agrees

Statements this group's sources agree on, then the ones close to agreement.

Close to agreement: each needs 15 supporting sources

  1. Below threshold

    People using Grok also pay for or use ChatGPT, Claude, or Gemini, and pick per task.

    14 supporting sources
  2. Below threshold

    Users reach for Grok when an answer depends on recent news, posts on X, or a web search across many pages.

    6 supporting sources

Where it disagrees

Questions the sources split on, with the count on each side.

  • Evidence remains mixed

    Do paid Grok plans include enough usage?

    • Enough for daily use, 2 sources

      Some use Grok all day, voice and Grok Bot included, and never near the quota.

    • Runs out too soon, 9 sources

      Others run through a week's allowance in a day or two of chat, voice, images, or Grok Build, and cancel or switch.

  • Evidence remains mixed

    Do Grok's answers lean toward its owner's opinions?

    • Leans toward Musk, 3 sources

      Some saw Grok look up or defend Elon Musk's positions when asked for its own opinion.

    • Balanced in use, 4 sources

      Others found its answers on contested questions balanced, or saw no bias in their own searches.

The evidence

Whose experience this is

The three groups, then every practitioner by the context they work in, and how emphasis changes with scale.

Three groups drawn from the same sources. Choose a group to select whose experience counts. Within that group, each author counts once in the practitioner sentiment, with their latest view. Signals open on All users. Leaders and teams have 0 accounts; GILD prints their sentiment from 20.

  • Leaders and teams rolling it out

    4 sources. Accounts that speak for a team or a workplace, on adoption, trust in the vendor, and admin.

  • Individual users

    67 sources. Individual users report on search, voice mode, everyday answers, Grok Imagine, and how far a paid plan's usage stretches.

  • All users

    71 sources. Every account: individual users and the few workplace accounts together.

71 sources from practitioners, by the context they work in. Filled rows count for this group.

  1. Individual userOne person using it for their own work67 sources, counted here

    Emphasizes Search, voice mode, Grok Imagine, and how far a paid plan's weekly pool lasts

  2. Small team2 to 10 people sharing itNo sources from this setting yet
  3. DepartmentA department, or a named company's team3 sources, counted here

    Emphasizes Colleagues' trust in the vendor, and how team seats are billed

  4. IT & leadershipIT and business leaders deciding the rolloutNo sources from this setting yet
  5. Organization-wideCompany-wide rollout1 sources, counted here

    Emphasizes A founder's support agent on Grok Bot, with a person approving each refund

What changes with scale. Individual users weigh voice mode and search against how long a paid plan's allowance lasts. Workplace accounts ask whether colleagues trust xAI, and how much an agent may do before a person approves it.

Where the sources come from

Where this group's sources were published.

Counted for All users, from 71 sources. Change group

83 sources for this group, 12 of them documentation

  • User Communities64, 77% of 83 sources
  • Product Documentation12, 14% of 83 sources
  • Blogs & Technical Write-ups6, 7% of 83 sources
  • Podcasts, Talks & Videos1, 1% of 83 sources

Older evidence is retained when it still applies. Sources that depend on a changed plan, limit, or model stay in the history, marked Needs a recheck.

See sources by origin

The record

Who each source is, how it knows, whether it still applies and what it counts toward.

Newest first, on its own page. Every count above opens its sources there.

Read all 83 sources

About this read

What changed, and how we count

What changed

  • Builds the Grok evidence base from public pages. Each source names its author and publication date, and GILD tags it from an exact quote on the page.
  • Shows a finding only when at least 5 sources from 3 different authors discuss it, and a disagreement only with at least 2 sources on each side.
  • Oct 30, 2026: removes two r/grok posts added on October 28 whose authors have since deleted them; both were listed without a counted stance, so no score moves.
  • Oct 28, 2026: adds 20 accounts: ChatPRD's How I AI episode page on Grok Bot, Dan McAteer's five days with Grok Bot on Latent Space, a newsletter account of Beardbrand's phone-support beta, 11 first-hand posts and comments from r/grok, Hacker News, X and GitHub quoted from research records, and 6 r/grok posts on Grok Bot and Business billing read through the Arctic Shift archive. Only Dan McAteer's carries a stance GILD counts; the others list their reason, since GILD has not checked their authors' ties to xAI or they come from a set pulled toward complaints. The Hub gains 8 Operator Insights, among them GitHub's Copilot incident, the Department of War's GenAI.mil launch and ChatPRD's support agent.
  • Oct 30, 2026: a second-model check removed two Hacker News comments about Grok in a personal car, which carry no work use, and the Department of War's Grok for Government card, whose live page the check could not reach; GILD's stored copy goes to a second check. It corrected GitHub's Copilot incident, which no longer dates a Grok 4.7 rollout and now carries the Oct 27, 2026 window GitHub's report states, Beardbrand's card, which no longer prints a voice price from a newsletter, GSA's OneGov deal, now told from FedScoop alone, a Grok Imagine top-up total and a Grok Bot user's suspected pool merge. 71 public accounts remain and the counted stances do not move.

Method

A running review of what people using Grok at work report, from individual users to company-wide rollouts. Each finding links to its sources, and each conflict shows both sides.

Counts cover only the sources GILD reviewed.

Who counts

Leaders and teams rolling it out
Small team, Department, IT & leadership, Organization-wide
Individual users
Individual user
All users
Everyone in the leaders and teams and individual users groups

Choose a group to select whose experience counts. Within that group, each author counts once in the practitioner sentiment, with their latest view. GILD files each source in a group from how the account describes its author. A role or employer marked self-described is what the source states about themselves. Documentation checks facts for every group and never counts toward sentiment.

How the numbers work

  • Overall signal. Positive votes minus negative ones, per 100 votes from the sources that take a side. Each author counts once, with their latest view, whoever they are and wherever they posted. The older weighted reading, where accounts GILD matched to a named person count three times when GILD lists the author among IT and business leaders and twice otherwise, is shown beside it as a second view. Where an author wrote more than one source, the line beside the split gives the votes, one per author, so the score follows from it. When one author's sources from the same day disagree, that author counts as mixed, and a half point rounds away from zero. Sources with no opinion are listed and not counted. Strong positive is +50 or higher, positive +20 to +49, mixed −19 to +19, negative −20 to −49, strong negative −50 or lower.
  • Weighted reading, second view. Counted the older way, where an account GILD matched to a named person counts two or three times, all users read +10 mixed (method sentiment/S1). GILD printed that number as "GILD score" until October 29, 2026; most of those matches rest on a name or a self-described role.
  • Method change, Oct 30, 2026. GILD changed how practitioner sentiment counts, to one vote per author. Weighted, it read +10 Mixed; with one vote per author it reads +9 Mixed. No evidence changed.
  • Unscored. A group gets a score only with 20 sources from 15 authors. Below that, one source moves the score about 5 points, so the read says "Unscored until 20 sources from 15 authors" and shows its counts.
  • Independence. A source whose author works for the vendor, for one of its partners or programs, or for a competitor, and a page the vendor published or ran, is listed with that tie and counts toward nothing. One author counts on at most two records per product. The line under the score says how many authors and how many separate discussions the counted sources come from: comments in one thread are one discussion.
  • Praise and concerns. How many of the sources that discuss a theme praise it or raise it.
  • Consensus. A statement joins when 20% of the group's sources support it and fewer contradict it. Contradicting sources are counted separately. Below that line a statement shows as building. At 40% or more it reads Strong agreement; below, Recurring point.
  • Disagreements. The count on each side. GILD names no winner and gives no share of all users.
  • Minimum evidence. A finding needs 5 sources from 3 authors; a disagreement also needs 2 on each side. Smaller counts stay in the table below, marked under the minimum.

Labels on a source

A source's date and whether it still applies are separate: a recent post can describe an old version, and an old one can still hold.

Documented
Stated in official documentation.
Reported
A practitioner's account of their own use.
Measured
Backed by the source's own measurements, such as a comparative test or tracked team metrics.
GILD analysis
GILD's check of a claim against official documentation.
Current
Describes the product as it is now.
Still applicable
Older, and the behavior or lesson still holds.
Needs a recheck
May depend on a plan, version or setting that changed since it was written. It keeps counting until GILD rechecks it, since the rest of the account usually holds, and its card says so.
Out of date
No longer accurate. Kept in the record; counts toward nothing current.

Flagged for a recheck, of the sources that take a side: leaders and teams 0 of 0, individual users 11 of 49, all users 11 of 49.

Limits

  • These figures draw on 71 public accounts: 41 Hacker News comments, 20 r/grok posts, 2 posts on X, a GitHub issue, 5 blog posts, articles and newsletters, a technical write-up on GitHub Gist, and a How I AI episode page, plus 12 xAI documentation pages. 49 of them carry a stance GILD counts; the rest are listed with the reason they count toward no figure. The r/grok posts come mostly from image, voice and Grok Bot users who hit their limits or lost access, and the Hacker News comments lean toward technical users. Company deployments, such as GitHub's and the Department of War's, are on the Hub as Operator Insights. This is not a representative survey.
  • Each source records the plan, model, or feature it names where it states one. Accounts from before the weekly pool replaced daily limits carry a Needs a recheck label. So do accounts of Grok 3, of Grok 4 at launch, and of the Grok Build upload in July 2026.

Every count, and the sources behind it

18 findings for 3 groups

Each row opens its sources for the group you are reading.

FindingLeaders and teams rolling it outIndividual usersAll usersSources
Current readCurrent sentiment0 positive, 0 mixed, 0 negative22 positive, 10 mixed, 17 negative22 positive, 10 mixed, 17 negativeSources
PraiseSearch & Current Events0 of 0 positive (under the minimum)8 of 9 positive8 of 9 positiveSources
PraiseVoice Mode0 of 0 positive (under the minimum)9 of 11 positive9 of 11 positiveSources
PraiseEveryday Answers0 of 0 positive (under the minimum)9 of 10 positive9 of 10 positiveSources
PraiseImage & Video Generation0 of 0 positive (under the minimum)4 of 5 positive4 of 5 positiveSources
ConcernUsage Limits & Cost0 of 0 raise it (under the minimum)9 of 11 raise it9 of 11 raise itSources
ConcernAccuracy0 of 0 raise it (under the minimum)5 of 5 raise it5 of 5 raise itSources
ConcernOwner Influence & Trust1 of 1 raise it (under the minimum)3 of 4 raise it (under the minimum)4 of 5 raise itSources
ConcernUnannounced Changes0 of 0 raise it (under the minimum)5 of 5 raise it5 of 5 raise itSources
ConcernData Privacy & Security0 of 0 raise it (under the minimum)3 of 4 raise it (under the minimum)3 of 4 raise it (under the minimum)Sources
ConcernConnectors & Work Features0 of 0 raise it (under the minimum)2 of 3 raise it (under the minimum)2 of 3 raise it (under the minimum)Sources
ConcernOutages & Errors0 of 0 raise it (under the minimum)2 of 2 raise it (under the minimum)2 of 2 raise it (under the minimum)Sources
ConcernContent Safety0 of 0 raise it (under the minimum)1 of 1 raise it (under the minimum)1 of 1 raise it (under the minimum)Sources
ConsensusGrok is a first pick for search0 supporting (under the minimum)6 supporting (below threshold)6 supporting (below threshold)Sources
ConsensusGrok sits beside another assistant0 supporting (under the minimum)14 supporting14 supporting (below threshold)Sources
DisagreementDo paid Grok plans include enough usage?Enough for daily use 0, Runs out too soon 0 (under the minimum)Enough for daily use 2, Runs out too soon 9Enough for daily use 2, Runs out too soon 9Sources
DisagreementDo Grok's answers lean toward its owner's opinions?Leans toward Musk 0, Balanced in use 0 (under the minimum)Leans toward Musk 3, Balanced in use 4Leans toward Musk 3, Balanced in use 4Sources
Current readEvidence mix16 sources79 sources83 sourcesSources

Fact checks

GILD's checks of claims against official documentation, kept apart from the source counts.

  • Usage Limits & Cost. Each paid seat gets one weekly pool for first-party usage, shared across Grok and Cursor, and products draw from it at different rates. Usage past the pool is paid from prepaid top-ups, and the usage view shows consumption and the next reset date. The X Subscription usage limits, checked Oct 26, 2026
  • Data Privacy & Security. On Grok Business, team workspaces carry the privacy protections in SpaceXSI's terms, share links open only to licensed team members, and custom retention policies are an Enterprise feature. Grok.com User Guide (Grok Business), checked Oct 26, 2026
  • Connectors & Work Features. On Business and Enterprise, an admin adds each connector in console.x.ai before members can connect their own accounts, and Microsoft connectors need admin consent. Grok Business connector management, checked Oct 26, 2026