The data terminal for AI tools and software

Real community sentiment, measured across the public internet. Track what users actually think about AI tools and software.

Live community sentiment research spans

305,221

Mentions tracked

1,829

Tools tracked

Leading tools right now

Top Pulse Scores across the catalog, updated weekly

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Linear

project management

Strong featuresLimited data

6 mentions analyzed

Full breakdown

Obsidian

project management

Strong featuresSecurity praise

15 mentions analyzed

Full breakdown

Grok

ai chat

Compared to rivalsMissing features

6 mentions analyzed

Full breakdown

Scaleway

cloud storage

Fair pricingLimited data

5 mentions analyzed

Full breakdown

DeepSeek

ai chat

Fair pricingPricing too high

11 mentions analyzed

Full breakdown

Kling

ai video

Compared to rivalsBugs

5 mentions analyzed

Full breakdown

Mistral

ai chat

Strong featuresHallucinations

15 mentions analyzed

Full breakdown

Perplexity

ai chat

AI qualityAI quality

6 mentions analyzed

Full breakdown

Live

Real sentiment tracking, running now

Live data from the products with our deepest archives

Claude

Claude is a conversational AI assistant developed by Anthropic for individuals and businesses needing text-based AI support.

Pulse Score

Pulse Score by Week

Top Praise

AI quality83

Strong features48

Top Complaints

AI quality45

Pricing too high33

View the full breakdown

What the community is saying about Claude

"Received the following email from Anthropic:Hi,Starting April 4 at 12pm PT / 8pm BST, you’ll no longer be able to use your Claude subscription limits for third-party harnesses..."

Hacker News · 1099 upvotesSource

"As an experiment I started asking Claude to explain things to me with a fiction story and it ended up being really good, so I started seeing how far I could take it and what it..."

Hacker News · 520 upvotesSource

"Hey HN! We (Stephan and Thomas) recently open-sourced Semble. We kept running into the same problem while using Claude Code on large codebases: when the agent can't find..."

Hacker News · 445 upvotesSource

Short excerpts from public discussion, linked to their original context.

Live community sentiment from 282 relevant public mentions. Updated weekly.

Interactive tools

Compare, calculate, track trends, and spot what to build next - all powered by live community sentiment

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Demand Sentiment

See what tools people want before you build them

What people say about AI and software tools online, turned into buildable ideas.

24 weekly opportunities with Solo, Team, and Enterprise angles
Summary of what people like and what they want right now
Full backlog of past weeks for Pro members
Grounded in real complaints, praise, and gap signals

Explore opportunities

Tool ideas to build

This week

Opportunities

Solo

Reliability-focused coding assistant

Why: Bugs dominate complaints

Team

Privacy layer for AI chat tools

Why: Trust gaps in enterprise

Product Comparison

Compare up to four tools side by side with live scores

Put products next to each other with Pulse Scores, pros and cons, key features, and pricing pulled from the same community data that powers Pulse.

Live Pulse Scores for every product in the comparison
Pros, cons, and feature lists from tracked sentiment
Pricing and positioning at a glance
Shareable comparison links for your team

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Side-by-side comparison

3 products

Cursor

Pulse Score

Copilot

Pulse Score

Codeium

Pulse Score

Strong autocomplete✓ ✓ ✓

IDE integration✓ ✓ ✓

Stack Calculator

Know what your stack costs and how healthy it is

Add the tools your team runs, see monthly spend by seat, and check live community sentiment for every product in your stack before you renew or replace.

Monthly cost totals with per-seat breakdowns
Live sentiment health for each tool you add
Spot expensive tools with weak community trust
Built for founders, ops leads, and finance teams

Calculate your stack

Stack cost calculator

5 seats

Notion

Pulse Score 72

$48/mo

Linear

Pulse Score 81

$32/mo

Figma

Pulse Score 68

$45/mo

Monthly total$125

Sentiment Movers

Catch rising tools and fading favorites early

See which AI tools are gaining and losing community trust over time, ranked by tracked sentiment change across the categories we monitor.

Biggest risers and fallers updated from live archives
Filter by category to focus on your market
Week-over-week change with current Pulse Score
Jump straight to any product profile

See sentiment movers

Sentiment movers

Last 4 weeks

Claude

+1284

Midjourney

+871

Jasper

-952

Hype vs Reality

Separate buzz from tools people actually trust

Plot mention volume against tracked community sentiment to find proven favorites, polarizing tools, and products that get talked about more than they deserve.

Proven favorites with high volume and strong sentiment
Polarizing or overhyped tools surfaced clearly
Category-level view of hype gaps
Grounded in the same data behind Pulse Scores

See hype vs reality

Hype vs reality

By mention volume

ChatGPT

Proven favorite

Sora

High hype

Humane AI

Overhyped

Avg proven score

Avg overhyped score

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Community Sentiment

Track weekly sentiment scores (0-100) built from real public discussion across tech communities. See what users praise and complain about.

Guides & Analysis

Data-grounded articles and deep-dive reports. Every recommendation backed by real community feedback and sentiment trends.

Latest Sentiment Reports

Weekly data reports generated from the live archive

All reports

Sentiment ReportsJun 16, 2026

AI Tools and Software Sentiment Report: Week of June 15, 2026

Public online discussion for the week of June 15, 2026 was thin, with just two products clearing the ranking threshold out of 1,829 tracked. ChatGPT led on score while Claude carried the volume.

Read Article

Sentiment ReportsJun 8, 2026

AI Tools and Software Sentiment Report: Week of June 8, 2026

A look at aggregated public discussion across tracked tools and software for the week of June 8, 2026, when only three products cleared the mention threshold and Claude drove the bulk of the conversation.

Read Article

Latest from the Blog

Data-grounded analysis and guides

View all articles

AnalysisJun 8, 2026

What Community Chatter Says About AI Chat Tools

A data-driven look at how Claude, ChatGPT, DeepSeek, and Claude Code fared in aggregated public discussion during early June 2026, based on 291 tracked mentions.

Read Article

businessJan 30, 2026

What is Facilities Management? Features, Benefits, Examples

Facilities management has a role in keeping buildings and facilities running smoothly. It covers many tasks like maintaining equipment, planning spaces, and ensuring safety.

Read Article

onlineJan 25, 2026

8 Best Online Case Management Courses in 2025

Online case management courses offer a flexible way to gain valuable skills in this important healthcare field.

Read Article

See what communities really think

Weekly Pulse Scores, praise and complaint themes, and trend lines for the AI tools and software people are actually talking about.

Explore the Pulse Dashboard Custom data reports