Crowd Intelligence turns real Reddit conversations into the trends, sentiment, and exact language your audience uses, with an AI agent that answers your questions, charts the evidence, and drafts content from what people actually say.
r/SaaS“onboarding takes forever”▲ 214 mentions#ai-agentstrending across 9 communities▲ 312%Vantageshare-of-voice climbing41 threadsr/marketing“switching away from…”sentiment ↓ 12%r/startups“wish it had an API”90+ asks#pricingnew objection emerging▲ 38%r/ProductManagement“too many clicks”▲ 76Mainsailsupport complaints spikingsentiment ↓ 19%AI Agent“why are people switching?” answered4 sourcesDraft readyLinkedIn post, grounded in 6 threads1,180 charsr/SaaS“onboarding takes forever”▲ 214 mentions#ai-agentstrending across 9 communities▲ 312%Vantageshare-of-voice climbing41 threadsr/marketing“switching away from…”sentiment ↓ 12%r/startups“wish it had an API”90+ asks#pricingnew objection emerging▲ 38%r/ProductManagement“too many clicks”▲ 76Mainsailsupport complaints spikingsentiment ↓ 19%AI Agent“why are people switching?” answered4 sourcesDraft readyLinkedIn post, grounded in 6 threads1,180 chars
01 — The old way is broken
You’ve been betting big on bad data.
The usual ways to read your market — surveys, focus groups, interviews — all share one flaw: they capture what people say when they know they’re being watched, not what they actually think.
✕ surveys
People perform.
They answer to look good, not to be honest. And response rates have collapsed to ~6%.
✕ focus groups
One voice runs the room.
It takes a single dominant personality to skew the whole panel toward consensus.
✕ analytics
Clicks, not feelings.
You see what people did. Never why — or what almost made them leave.
✕ your gut
A sample size of one.
Your instinct is one person’s opinion, dressed up as a strategy.
Meanwhile, the honest answer is sitting in plain sight.
02 — The watering hole
Reddit is the internet’s watering hole.
Roughly 1 in 5 Americans use it. People gather in 138,000+ thematic communities to talk about exactly what they care about — unfiltered, unprompted, and brutally honest. About your product. Your competitors. The problems you both keep failing to solve. It’s the largest focus group on earth, and it never closes.
Every team without real signal pays it — in wrong bets, expensive research, and trends caught too late. Here’s what flips the moment you can actually hear your market.
✕ Flying blind
✓ With Crowd Intelligence
✕Launch on a hunch — and watch it quietly miss.
✓Build around what your market is already asking for.
✕Find the real objection after you’ve shipped the wrong thing.
✓Catch the objection while it’s still a whisper.
✕Hear about a competitor’s stumble a week too late.
✓Get alerted the moment it happens.
✕Pay $40k and wait 6 weeks for a snapshot that’s already stale.
✓Get the answer in seconds — from thousands of real conversations.
✕Trust what people perform in a survey.
✓Hear what they say when no one’s watching.
04 — How it works
From noise to signal in four moves.
No setup project, no integrations.
01
You
Tell us your market
Pick the subreddits, topics, and competitors that matter. Not sure where to look? We help you map it.
02
Crowd Intelligence
We ingest every conversation
Every new post and comment in those communities — the whole conversation, not a keyword sample.
03
The engine
We classify, score & summarize
Purpose-built AI turns each thread into structured signal: topic, sentiment, pain points, entities, exact language.
04
You
Explore, ask & publish
See the trends, sentiment, and exact language your market uses on a live dashboard, and get alerted the moment something spikes. Ask the agent, in plain English, what people love, hate, wish for, and get excited about, then turn what you learn into content.
What’s trending, how your market feels, the topics and exact language they use, the links and voices driving it — ask it anything, slice it any way, and get alerted the moment it shifts.
TrendsTopics gaining and losing steam — each shift distilled into a takeaway.
AI-agent tooling is breaking out — mentions are up 3× across 9 communities this quarter, and demand is still mostly unmet.
Deep dive
Support is the new differentiator — fast, human customer service now outranks features as the #1 thing buyers praise.
Deep dive
Native Slack alerts top the wishlist — the most-requested integration this month, named in 90+ threads across r/SaaS.
Deep dive
Surfaced from your subreddits’ threads & comments
Plus the full toolkit
Email alerts
Threshold & event alerts, the moment something moves.
Weekly digests
Your whole dashboard, summarized in your inbox.
Keyword & language
The exact phrases and words your market uses.
Threads & comments
The raw posts and replies behind every number.
Top links
The sources and links your market keeps sharing.
Top contributors
The most influential voices in your market.
Filters
Slice every conversation by keyword, sentiment, or topic.
Export & share
Posts as CSV, a branded PDF report, PNGs of the board or its cards, or a link to this exact view.
The AI Agent doesn’t summarize a dashboard. It works the data: it searches every post and comment by meaning, queries the numbers, draws the chart, and links every claim to the thread it came from.
AI AgentLIVE
Why are people switching away from Vantage?
Searching 3,418 conversations by meaning2,107 matching threads & commentssearch_discussions
Counting the reasons, last 90 days vs prior4 reasons, ranked by momentumquery_breakdown
Drawing the chart from those numbersChart attachedrender_chart
Checking every claim against the threads3 sources verifiedcite
Reading the question
matches by meaning2,107
r/SaaS“We switched off Vantage after the price hike. AMA”0.94
r/sales“their support ghosted me for a whole week”0.91
r/Entrepreneur“moving off Vantage, trying yours next”0.88
r/startups“onboarding was fine, the invoice wasn’t”0.85
reasons, rankedfigure · moverslast 90 days vs prior
Why people leave Vantage
Price hike (~30%)1,234↗ +212%
Slow support760↗ +124%
No API access380↗ +47%
Onboarding172→ +3%
Pin Export PNG
Two reasons, on repeat: a ~30% price hike1and slow support.2“Ghosted for a week” recurs across 30+ threads, and several name you as the alternative they’re testing.3Mentions of the price hike are up 3× on the prior quarter, while onboarding, once the top complaint, is flat. The tone has shifted too: most switchers say the product was fine and the invoice wasn’t, which makes price, not features, the wedge to lead with.1
Sources1r/SaaS“We switched off Vantage after the price hike. AMA”2.4k · 3d ago2r/sales“their support ghosted me for a whole week”312 · 6d ago3r/Entrepreneur“moving off Vantage, trying yours next”188 · 1w ago
3 sources · 2,107 conversations read
Ask
Search
Query
Chart
Verify
Answer
Answers, not dashboards to decode
Ask in plain English. The agent digs through the Reddit conversations and numbers, then tells you what changed and why.
Evidence you can click
Every answer cites the real threads behind it, and every number is checked against the data before you see it.
Charts on demand
Ask for the chart and it draws it from what it just pulled. Pin it, compare it, export it.
Ask what to write about and get content opportunities that are rising right now, with the threads behind them. Hit Draft this, and the piece writes itself beside the chat, grounded in real conversations and your business context, not a blank prompt.
AI AgentLIVE
Asking for content opportunities
What are the top content opportunities in these conversations right now?
reading the conversations…
Three content opportunities stand out this month. The strongest: buyers keep asking for things their current tools can’t do, and three of the top five asks are features you already ship. Nobody has told them yet.
content opportunities3 found, strongest first
Blog post1,234 mentions↗ risinghigh intent
Five things buyers keep asking their tools for (and how you handle each)
Complaints about Vantage and Mainsail cluster into five asks. Three are features you ship today. A guide that answers each one, in buyers’ words, puts you in front of people already looking to switch.
Draft this
LinkedIn post618 mentions↗ rising71% positive
Support is the new differentiator
Draft this
Comparison guide402 mentions→ steadymixed
Onboarding in a day: what buyers actually compare
Draft this
The agent’s planPull the 6 strongest threads behind this opportunityMatch each ask to a feature in your business contextDraft 1,400 words · embed the asks chart
Five things buyers keep asking their tools for…Blog post · 1,430 words · v13 · Created · 12 edits Show beside the chat
Content opportunities ranked from real threads, strongest first
Content canvasbeside the chat
The document opens here the moment the agent starts writing.
Five things buyers keep asking their tools for (and how we handle each)
Read enough r/SaaS threads and a pattern shows up: the complaints about Vantage and Mainsail are not really complaints. They are a wish list, and it is remarkably consistent. Here is that list, and where we stand on each.
1. Export without the workaround
The most upvoted ask this quarter. Teams want their data out in one click, in a format a spreadsheet opens cleanly. That is exactly what our Export menu does: one click, CSV or PDF, no support ticket.
Figure 1 · What buyers ask for most: mentions, last 90 days
2. Support that answers the same day
The second ask is not about features at all. Buyers describe waiting a week for a reply. Every one of our plans includes same-day support from a person, which is why
Grounded in 6 threads · business context onv13 · Version history
Written by the agent, beside your chat with it. Edit it yourself, or ask the agent for changes
Ask
Opportunities
Draft this
Plan
Write
Opportunities with momentum
Content opportunities ranked by volume and momentum, so you see what is rising before it peaks. Each one links to the threads behind it.
Blog posts, LinkedIn posts, X threads
Drafted beside the conversation, grounded in real threads and your business context. Never a blank prompt.
Ship it anywhere
Copy straight into Google Docs or WordPress, or export Markdown, HTML, or a branded PDF with your charts.
Ask the hard question and get an answer with the threads attached. Every figure is checked against the data, so “I think” becomes “here’s the evidence.”
A head start on every shift
Trends, demand, and sentiment swings surface while they’re still a whisper — so you act on them before your competitors even notice.
Build what they’re already asking for
The unmet needs and feature requests your market repeats on its own — surface the demand, then build, pitch, and position straight to it.
Content people were already asking for
Know what to write about before you open a doc, then draft it from the conversations themselves, in the language your market actually uses.
Know where you really stand
See how the market feels about you and every rival — and who’s gaining or losing share of voice.
Research you don’t pay for
No surveys, panels, or focus groups. The largest focus group on earth is already talking — and it never closes.
What your market really thinks is already on Reddit.
For two decades your audience has gathered in 100,000+ communities to say exactly what they love, what frustrates them, and what they really think of you and your competitors — unprompted, pseudonymous, unfiltered. It’s the most honest record of what a market wants. Which is why everyone from Google to ChatGPT is now built on it.
Your market, unfiltered
What delights them, what sets them off, the exact words they use, how they really feel about you and every competitor — captured when no one’s performing for a brand. The raw material for campaigns that land and a roadmap people actually want.
The deepest record of real opinion
Two decades of honest, time-stamped opinion on every topic imaginable, from real people across 100,000+ communities — the most complete picture of what a market actually thinks, anywhere.
It trains & grounds the AI
GPT-2 was built from Reddit threads. Today Reddit is the source ChatGPT, Gemini, and Perplexity cite most. The models the world now runs on were raised on it — because it’s the realest human data there is.
It owns the search results
People started ending their Google searches with one word: “reddit.” Google listened. Now Reddit dominates the results — especially the honest reviews and real experiences buyers actually trust.
1 in 4
US adults are on Reddit — up from 1 in 5 in 2021.
Pew Research, 2025
0M
people every week, across 100,000+ communities.
Reddit, 2025
#1
most-cited source in ChatGPT, Gemini & Perplexity answers.
Semrush, 2025
0.0%
of Google product-review results now surface Reddit.
Search Engine Land, 2024
+0%
jump in Reddit’s Google search visibility in nine months.
Amsive / Sistrix, 2024
Your market is talking right now.
Stop guessing what it wants. Go read the room on Reddit.