Gemini
Gemini is Google's AI assistant and large language model available to consumers and developers for chat and task automation.
About this data
Updated July 6, 2026
Overall Pulse Score
-11 over this period
A 0-100 index summarizing the tone of 2,824 relevant public mentions gathered from public online communities across 25 weeks in the selected period. It measures online sentiment, not a rating of the product's quality.
Weekly Sentiment Trend
Pulse Score by week over the selected period. Each point is one complete week of mentions.
This week in public discussion
Recent discussion around Gemini showed a modest uptick in sentiment across roughly 252 mentions. Commenters most often praised the product's AI quality and feature set, with several mentions favorably comparing it to competitors despite some backhanded framing. On the negative side, discussion focused on reliability concerns, with some commenters reporting models getting stuck in thinking loops at a notable frequency. AI hallucinations and missing features also drew recurring complaints, suggesting the community sees real potential but remains cautious about consistency.
Read the deeper analysisAI-generated summary of public online discussion during this period. It reflects the tone of that discussion, not facts about the product or our views.
Sentiment mix by week
How the tone of public discussion splits each week.
Ringed points mark weeks with unusually high discussion volume, more than double this product's typical week.
Most-discussed praise
Most-discussed complaints
Themes across the selected period, with mention counts.
How Gemini compares
Pulse Score over the selected period versus the top tracked competitors in AI Chat.
Where the mentions come from
Share of the 2,824 relevant public mentions in the selected period, by source.
Sample public mentions
Showing 5 of 2,824 analyzed public mentions in this period, with links to the original source. We do not reproduce full threads.
“Gemini Embedding 2 can project raw video directly into a 768-dimensional vector space alongside text. No transcription, no frame captioning, no intermediate text. A query like "green car cutting me off" is directly comparable to a 30-second video clip at the vector level.I used t...”
“I’ve been working on this for about a year through four major rewrites. Godogen is a pipeline that takes a text prompt, designs the architecture, generates 2D/3D assets, writes the GDScript, and tests it visually. The output is a complete, playable Godot 4 project.Getting LLMs to...”
“Hey HN! I'm Zach from Adam (https://adam.new/). We're building AI agents for mechanical CAD software. We’ve built the company on two fundamental beliefs:- AI will be the primary medium for creating mechanical designs just like it is in software today.- The best paradigm for CAD g...”
“I built Signet in Go to see if an autonomous system could handle the wildfire monitoring loop that people currently run by hand - checking satellite feeds, pulling up weather, looking at terrain and fuels, deciding whether a detection is actually a fire worth tracking.All the dat...”
“Re: "ChatGPT Plus vs Claude Pro vs Gemini Pro: The Best $20 AI Plan". I had $10 a month Google Drive plan, the 2 Tb got crowded. The $20 plan included 5 Tb... and AI Pro. So for me, the AI is basically free. And now I am on Gemini all the freaking time! I have never come close to...”
3,710+ more analyzed mentions, full history, and theme breakdowns are part of Pro.
Get ProDeeper analysis
- AI output quality was both the leading source of praise and the leading source of complaint, revealing a deeply split commenter experience.
- Sentiment climbed meaningfully from a mid-May low and the current score represents a notable improvement over the prior period, though week-to-week swings were sharp.
- A spike in positive sentiment around mid-June coincided with a sharp drop in mention volume, making that recovery feel fragile rather than broad.
- Opinion was divided on Gemini's relationship to Google's wider platform direction, with some commenters treating it as a bright spot and others as part of a larger pattern of criticism.
| Praise theme | Mentions |
|---|---|
| AI quality | 665 |
| Strong features | 533 |
| Compared to rivals | 307 |
| Good integrations | 148 |
| Easy to use | 127 |
| Complaint theme | Mentions |
|---|---|
| AI quality | 529 |
| Compared to rivals | 366 |
| Bugs | 242 |
| Missing features | 164 |
| Reliability | 159 |
Discussion around Gemini over the past four weeks was dominated by a genuine tension at the center of the product's identity: AI output quality. It was simultaneously the top praise theme and the top complaint theme, suggesting commenters were not uniformly experiencing the same product. Those who praised the AI quality often framed it in comparative terms, with competitor comparison appearing as a notable thread, and several mentions positioned Gemini favorably against rival models. At the same time, a meaningful share of discussion flagged bugs, reliability concerns, and hallucinations, with one sampled commenter describing a systematic test in which the model became stuck in thinking loops at a striking rate.
The score trajectory tells a story of volatility rather than steady recovery. Sentiment dipped sharply in mid-May, hitting a low point around the second week, before climbing gradually through early June. A notable spike occurred around June 15, though that period also saw a steep drop in mention volume, suggesting the positive signal may reflect a narrower or more enthusiastic slice of conversation rather than broad consensus. Sentiment then pulled back again before a modest stabilization at the end of the window. The overall direction from the start of the window to the end is cautiously upward, and the current pulse score reflects a meaningful gain over the previous period.
Some of the sharpest divisions in tone appeared around Google's broader ecosystem choices. Several mentions wove criticism of Google's search strategy into commentary about Gemini, framing the AI product ambivalently as either a symptom of or a partial remedy for perceived platform decline. Ease of use drew relatively warm mentions but was not a dominant conversation, while feature requests and missing capabilities generated quieter but consistent frustration. The product's persona and content safety behavior also surfaced as points of divided opinion in sampled discussion.
AI-generated summary of public online discussion during this period. It reflects the tone of that discussion, not facts about the product or our views.
Member perspectives
Individual opinions from Pro members, posted over time. These are personal member views, not aggregated sentiment data.
Overall Pulse Score
-11 over this period
A 0-100 index summarizing the tone of 2,824 relevant public mentions gathered from public online communities across 25 weeks in the selected period. It measures online sentiment, not a rating of the product's quality.
Data summary
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Gemini
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Trainual
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