AI Tools and Software Sentiment Report: Week of November 17, 2025
November 18, 2025
This report tracks aggregated public online discussion about AI tools and software, turning community chatter into Pulse Scores that summarize the tone of conversation on a 0-100 scale. The figures here reflect what people were saying in public, not any verdict on product quality. Mentions analyzed for November 10, 2025 through November 17, 2025 form the basis of every number below.
Across the period running from November 10, 2025 through November 17, 2025, we logged 1,845 relevant mentions across 48 products that cleared the minimum volume needed to be ranked. The mood this week was mixed, with a small group of coding, marketing, and project-management products holding the top of the table while several finance and CRM products drifted lower. Discussion volume stayed thin for most individual products, so we lean on the clearest signals below and flag where samples are small.
Claude Code, a coding tool, and AWeber, a marketing product, share the top Pulse Score this period at 65. Claude Code's reading is based on 18 mentions over the period, and AWeber's is also based on 18 mentions. Obsidian, a project-management product, sits at 61 based on 36 mentions, the largest sample among the leaders and therefore the steadiest read of the group.
Veo, an AI video tool, scored 60 based on 10 mentions, sitting right at the volume threshold, so its position should be read with that thin sample in mind. Claude, an AI chat tool, rounds out the leaders at 58 based on 14 mentions. The cluster between 58 and 65 is narrow, which means small shifts in tone could reshuffle this order in coming weeks.
Category View
At the category level, marketing showed the clearest upward move, rising from 50 to 54, while ai-writing climbed from 47 to 50. AI video held the highest average even after slipping from 62 to 60, and ai-chat stayed flat at 53. The softest moves came in finance, which fell from 38 to 34, and CRM, which fell from 40 to 36. Communication remained the lowest-scoring category, edging from 32 to 33, while project-management, business, e-commerce, and ai-chat all held steady, suggesting a generally settled mood outside the finance and CRM declines.
Biggest Movers
AWeber (riser, +16, from 49 to 65, based on 18 mentions): This marketing product posted the largest gain of the period. Its praise themes this week centered on good integrations, strong features, and new releases, while complaints were limited and spread across missing features, pricing too high, and lacking integrations, each at a low count. With only 18 mentions, the move is built on a thin sample, so the positive tone should be read as an encouraging but unstable signal rather than a durable trend.
ChatGPT (riser, +6, from 44 to 50, based on 66 mentions): The AI chat tool drew the largest mention count among movers, which makes its climb one of the more reliable reads here. Praise leaned on strong features (183 mentions), AI quality (159), and easy to use (94). The complaint side was substantial too, with AI quality (109), bugs (106), and reliability (76), showing that the same AI quality theme cut both ways. The net improvement suggests positive chatter outweighed the friction this week.
Airtable (riser, +5, from 43 to 48, based on 39 mentions): This product's gains tracked praise for strong features (13), good integrations (10), and easy to use (8). Complaints clustered around bugs (12), being compared to rivals (6), and pricing too high (5). The mix points to a product where capability and integrations are winning attention while cost and stability remain the recurring friction points.
Coinbase (faller, -16, from 49 to 33, based on 40 mentions): The finance product saw the steepest decline of the period. Praise still appeared for strong features (20), easy to use (17), and new releases (10), but complaints around bugs (9), poor support (8), and missing features (8) appear to have weighed more heavily on tone. With 40 mentions behind the read, this drop rests on a sturdier sample than the risers above.
ElevenLabs (faller, -9, from 63 to 54, based on 29 mentions): This product's complaint themes were dominated by bugs (118) and reliability (74), with pricing too high (25) close behind, a heavy stack of friction relative to its praise for strong features (67), AI quality (35), and good integrations (26). The volume of bug and reliability mentions helps explain why sentiment cooled from a strong starting point.
Windsurf (faller, -6, from 60 to 54, based on 38 mentions): The coding tool's complaints centered on bugs (8), lacking integrations (7), and reliability (5), edging out praise for strong features (7), good integrations (5), and new releases (3). The split between integration praise and integration complaints suggests a divided community read on how well the product connects to the rest of users' stacks.
Spotlight: Claude Code
Claude Code holds the joint top Pulse Score at 65 this period, based on 18 mentions. It appears in the weekly series only for the week of November 17, 2025, so there is no prior-week comparison within the data we hold, which means we read its score as a single-week snapshot rather than a trend line.
The praise behind that score is broad and heavily weighted. Strong features led with 249 mentions, followed by AI quality at 124 and easy to use at 113. Those are among the largest single-theme praise counts for any product this period, which signals that the public conversation about this coding tool was both substantial in volume of themed mentions and positive in tone.
The complaint side was lighter by comparison, led by bugs (72), reliability (39), and missing features (34). That balance, with feature and quality praise outweighing the friction themes, is consistent with a top-of-table score. As always, the 18-mention sample keeps this read provisional, and another week of data would help confirm whether the strength holds.
Themes Driving the Conversation
On the praise side, strong features dominated with 1,726 mentions, far ahead of AI quality at 967 and easy to use at 725. Good integrations followed at 326 and being compared favorably to rivals at 228. The feature-and-quality combination shows up directly in the leaders and risers: Claude Code, Claude, ChatGPT, and Gemini all carried heavy strong features and AI quality praise counts, while easy to use anchored products like Canva, Vercel, and Supabase.
On the complaint side, bugs led decisively with 1,880 mentions, followed by reliability at 1,193, then missing features at 441, AI quality at 403, and being compared to rivals at 250. These two top complaint themes show up across many products with large samples, including ArgoCD with 172 bug mentions and 114 reliability mentions, Stripe with 188 bug mentions and 158 reliability mentions, and Vercel with 170 bug mentions and 151 reliability mentions. The recurrence of bugs and reliability across both leaders and laggards underlines that stability remained the single most common source of friction in public discussion this period.
Watchlist
Many tracked products did not reach the 10-mention threshold required for ranking this period, so they are held back to avoid unstable reads on thin samples. This is a note about discussion volume only, not a judgment on quality. Several products landed just below the line: Monday.com (project-management) with 9 relevant mentions, Pipedrive (CRM) with 8, Amplitude (marketing) with 9, Klaviyo (marketing) with 9, and Zilliz (coding) with 9. A single quiet or busy week could push any of these over the threshold.
Further down, products like Anyscale (coding) with 6 mentions, Affirm (finance) with 6, Coursera (education) with 5, NordVPN (security) with 5, HubSpot (CRM) with 5, xAI (ai-chat) with 5, and Airwallex (finance) with 5 all drew some discussion but not enough to rank. A long tail of products, including widely known names, recorded zero relevant mentions in the period, which reflects where public conversation happened to concentrate rather than any change in those products themselves.
What To Watch Next Week
First, watch whether AWeber holds its gain. Its move from 49 to 65 is the largest of the period but rests on just 18 mentions, so the question is whether a steadier sample confirms the positive tone or whether it settles back toward its earlier readings.
Second, watch the finance and CRM categories. Finance fell from 38 to 34 and CRM from 40 to 36, with Coinbase's 16-point drop the clearest single contributor. Whether these category averages stabilize or keep sliding is worth monitoring, especially given the poor support and missing features complaints behind Coinbase's move.
Third, watch the bugs and reliability themes. With 1,880 bug mentions and 1,193 reliability mentions across eligible products this period, these remained the dominant friction points. Whether products carrying heavy stability complaints, such as ElevenLabs and Windsurf, see those counts ease will shape category mood in the weeks ahead.
Frequently Asked Questions
Which product had the highest Pulse Score this period?
Claude Code and AWeber tied for the highest Pulse Score at 65. Claude Code's score is based on 18 mentions and AWeber's is also based on 18 mentions over the period.
Which product moved the most this period?
AWeber rose the most, climbing from 49 to 65 for a gain of 16 points based on 18 mentions, while Coinbase fell the most, dropping from 49 to 33 for a loss of 16 points based on 40 mentions.
What was the overall category mood this period?
The mood was mixed. Marketing rose from 50 to 54 and ai-writing rose from 47 to 50, while finance fell from 38 to 34 and CRM fell from 40 to 36, with several categories holding flat.
How many mentions were analyzed this period?
A total of 1,845 relevant mentions were analyzed across 48 products that were eligible for ranking, out of 2,235 products tracked.
About This Data
Pulse Scores summarize the tone of public online discussion on a 0-100 scale and reflect community sentiment, not a verdict on a product's quality or a recommendation. We report on complete calendar weeks only, and products with fewer than 10 relevant mentions in the period are excluded from rankings to avoid unstable reads on thin samples.
Public discussion is collected from Hacker News, Stack Exchange, GitHub, Bluesky, the Apple App Store, and YouTube. Automated sentiment analysis can misread sarcasm, jokes, or niche context, mention volumes vary widely between products, and scores can move from week to week. Any company that wants to respond is welcome to reach out. For how scores are calculated, see our methodology.
