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The product

Everything you need to
read the room.

One instrument, four jobs: listen to the communities where your market gathers, understand what’s really being said, create the content it’s asking for, and stay ahead of every shift. Here’s every surface, and the edge each one hands you.

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 — Listen

Capture every word, as it’s said.

Point Crowd Intelligence at the communities where your market actually gathers, and it ingests every post and comment: continuously, in full, with nothing keyword-sampled away.

Subreddit tracking

Never miss the conversation that moves your market.

Point it at any set of public subreddits, from your category to your rivals’ customers, and every post and comment flows in around the clock. The volume you’re tracking only grows.

→ nothing relevant happens in your market without you seeing it.

Always-on coveragelast 90 days
Threads tracked0+12%
Comments analyzed0+9%
Avg. upvotes0+4%
Comments / thread0.0+1.3
Conversation volume, trending up
Top threads

See where the conversation is catching fire.

Every thread ranked by real traction (upvotes, comments, momentum) with sentiment and topic already attached, so the signal rises to the top.

→ you know where to show up, and where the stakes are highest.

Top threadsby upvotes
1We switched off Vantage after the price hike — AMAnegativePricingVantageu/ship_it_fridayr/SaaS2.4k
2What’s everyone using for sprint planning in 2026?neutralWorkflowsu/pm_throwawayr/projectmanagement1.8k
3Mainsail’s onboarding lost us a weeknegativeOnboardingMainsailu/devops_danr/productivity1.1k
4The mobile app is actually great nowpositiveMobile appu/maria_buildsr/Notion870
Top comments

Hear the individual voice, not just the volume.

Drill past the headlines to the single comments people upvoted most: the lines that actually changed minds in the thread.

→ the quotable, decision-shaping moments, surfaced for you.

Top commentsmost upvoted
the integrations are what keep me here — everything just connectspositiveIntegrationsu/ship_it_fridayr/SaaS412
support replied in 15 minutes. that never happens with Vantage.positiveSupportVantageu/maria_buildsr/projectmanagement388
per-seat pricing adds up fast once your team growsnegativePricingu/pm_throwawayr/startups271
Top links

Know what your market reads and passes around.

The external posts, reviews, and videos shared most across your communities, ranked by how often they’re passed along.

→ learn what earns attention before you spend a dollar making more.

Top linksmost shared
Why we finally switched off Vantageblog.acmeworks.io 8 shares
The best work-management tools for 2026producthunt.com 6 shares
Vantage’s new pricing, explainedvantage.com 5 shares
Our honest 6-month reviewyoutube.com 4 shares
Top authors

Find the voices who move the room.

The most influential contributors in your market, ranked by reach and engagement, not follower-count vanity.

→ know exactly who to win over first.

Top authorsby influence
u/ship_it_friday12 posts · 84 comments1.2k upvotes
u/growth_amy9 posts · 61 comments940 upvotes
u/pm_throwaway6 posts · 52 comments710 upvotes
u/devops_dan5 posts · 38 comments560 upvotes
02 — Understand

Turn ten thousand voices into signal.

Two ways in. A dashboard that reads every conversation and scores it, and an agent you can ask anything about what it found.

The dashboard
Trends

Catch the wave while it’s still a whisper.

The AI surfaces what’s breaking out and what’s fading, written up as plain-English takeaways, each one a thread you can dive into.

→ you move on a shift weeks before competitors notice it.

TrendsAI insights

AI-agent tooling is breaking out — mentions up 3× across 9 communities this quarter, demand still mostly unmet.

Deep dive

Support is the new differentiator — fast, human support 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.

Deep dive

Buyers are leaving Vantage — “switched off Vantage” recurs in 30+ threads this month, almost always over pricing and slow support.

Deep dive
Topic analysis

Know what they care about, and where it’s heading.

Every theme ranked by share of conversation, with what’s trending, what’s falling, and how each one moves over time.

→ build, pitch, and prioritize around real demand, not hunches.

Topic analysis
Pricing245
Onboarding188
Integrations156
Support121
Mobile app98
API & webhooks84
Competitor breakdown

See how you stack up, live.

Share of voice for you and every rival, who’s gaining and losing ground, and how the race shifts week to week.

→ a real-time scoreboard of your position, not a quarterly guess.

Competitor breakdown
Your brand612
Vantage528
Mainsail374
Tideway270
Northpeak202
Sentiment

Know how you’re really felt about.

The mood of every conversation, overall, by topic, by competitor, and over time, so you see exactly what delights and what stings.

→ catch a reputation problem while you can still fix it.

Sentiment
0%positive
Positive 62% Neutral 28% Negative 10%
Keywords & language

Speak to them in their own words.

The exact phrases, terms, and slang your market uses most, lifted straight from the conversation and weighted by how often they appear.

→ copy and positioning that sound like them, because they are.

Keywordstheir words
pricingdashboardstoo many clicksAPI accessonboardingswitchingintegrationschurnopen APISlack alertsslow supportroadmapteam rolessetupexports

The dashboard shows you what changed. The agent tells you why.

The AI Agent
AI Agent

Ask anything, and it goes to work.

Pose a plain-English question. The agent searches every post and comment by meaning, queries the numbers, checks every claim against the threads, and answers with the sources attached.

→ the answer in seconds, with the receipts attached.

AI AgentLIVE
Reading the question
What are people asking for that no tool in our category offers yet?
  1. Search discussions (unmet asks)
  2. Query breakdown (last 30 days, topic)
  3. Checking every claim against the threads

Three asks recur with nothing shipped against them: native Slack alerts,1a usage-based plan,2and webhooks.3Slack alerts lead by a distance: named in 90+ threads this month, up 64% on last month, and most of those come from teams already paying for Vantage or Mainsail.

Sources1r/SaaSanyone have native Slack alerts yet? tired of the Zapier tax412 · 2d2r/startupswe’d happily pay per seat if usage-based was an option188 · 5d3r/salesno webhooks in 2026 is wild97 · 1w
grounded ✓3 sources · 1,312 conversations read
Semantic search

It understands the question, not just the words.

Ask in plain English. The agent searches every post and comment by meaning, so a question about frustrated new users finds the setup calls and failed imports even when nobody wrote “onboarding”. Then it reads them and tells you what they have in common.

→ the right conversations from one simple question, even when they never used your words.

AI AgentLIVE
Reading the question
Why do new users get frustrated in their first week?
  1. Search discussions (first-week frustration)
r/SaaS · 2d · 164onboarding took us a week, Mainsail had us live in a day0.93
r/startups · 5d · 1.1kby meaningAnyone else stuck in Vantage’s setup wizard?0.91
r/projectmanagement · 1w · 88by meaningthe import kept failing on step 3 and nobody replied0.88
r/productivity · 1w · 61by meaningtook three calls to get SSO working, then it was fine0.86

Two things, on repeat: setup that needs a support call to finish, and imports that fail on step 3 with nobody answering. 214 conversations in 30 days, most of them from teams switching off Vantage, and almost none of them call it onboarding.

Charts on demand

Ask for the chart, and it draws it.

Ask for a chart and the agent queries the data with its analysis tools, then draws the figure from the numbers that came back, never from guesswork.

→ the figure for the meeting, ready before the meeting.

AI AgentLIVE
Reading the question
Chart churn mentions by month, us vs Vantage.
fig. 03 · multiline · last 6 months
Churn mentions by month
AprMayJunJulAugSep
You Vantage
query_timeseries · 4.1k rows pinned
pinned · 2
fig. 01 · share-barsWhy people leave Vantagefig. 03 · multilineChurn mentions by month
Saved! · churn-mentions-by-month.png
03 — Create

From what they say to what you publish.

Ask the agent what’s worth writing about, pick an opportunity that’s rising right now, and draft it beside the chat, grounded in real conversations.

Content opportunities

Know what to write about.

Ask what’s worth writing about and get content opportunities ranked strongest first: a working headline, the angle and why now, the format, the momentum, and the threads behind it. One button starts the draft.

→ a content plan built from demand, not a blank page.

AI AgentLIVE
Asking for content opportunities
What are the top content opportunities around integrations right now?

Integrations are the loudest ask this month, and half the answers in the threads are wrong. Three angles, strongest first:

content opportunities
Comparison guide742 mentions↗ risingmixed

Slack alerts: which tools actually have them

Draft this
Blog post418 mentions→ steady71% positive

Webhooks without an engineer: a setup that takes an afternoon

Draft this
LinkedIn post205 mentions↘ coolingneutral

Why “open API” shows up in every switching thread

Draft this
Live drafting

Draft it beside the conversation.

Hit Draft this and the agent posts its plan, then writes the piece in a canvas that opens beside the chat, grounded in real conversations and your business context. Edit it yourself or ask for changes; every version is kept and restorable.

→ a first draft in minutes, with a paper trail.

Content canvasnew document
Planning the piece
The agent’s planPull the 8 strongest switching threadsGroup the frustrations, quote the strongest linesDraft 1,500 words · embed the movers chart
Make the intro shorter.
Edited · 1 edit · the intro is one sentence shorter

Why teams are leaving Vantage (and what they wanted instead)

Across r/SaaS, r/startups and r/sales, “switched off Vantage” shows up in more than 30 threads this quarter. Read them together and the reasons are consistent, and rarely about the product itself. Here is what people say, in their own words, and what they went looking for.

1. The price hike came without the value

The most common trigger is the ~30% increase. Nobody argues the tool got worse; they argue it got more expensive for the same thing. As one r/SaaS thread puts it, “we switched after the price hike, not before.” Our plans are flat, with every feature on every tier, so the invoice never changes shape.

Figure 1 · Why people leave Vantage, mentions last 90 days

2. Support that goes quiet for a week

The second reason is time to a human. “Ghosted for a whole week” recurs across threads, usually mid-rollout, when a reply matters most. Every one of our plans includes same-day support from a person, which is why

Grounded in 8 threads · business context onLong-form · 1,420 words
Formats

Made for where you publish.

Blog posts and reports, LinkedIn posts, X threads. Each one is written to its limits, with the character counts enforced as it writes, so what you get is what you can post.

→ the right shape for the channel, first time.

Content
Writing the LinkedIn post · one post, 3,000 chars
Long-formBlog posts & reportsLinkedIn postOne post · 3,000 charsX thread280 chars per post
LinkedIn post417 / 3,000

Ask r/SaaS which tool sends a native Slack alert when a task slips and you get five confident answers. Four are wrong. We read the threads and checked every claim against the vendors’ docs. The pattern: buyers don’t want “a Slack integration.” They want the alert to fire without a Zapier hop, in the channel the team already lives in, with the task link in it. Here’s who actually does that today, and what it costs.

X thread3 posts

Asked r/SaaS which tool sends a native Slack alert when a task slips. Five confident answers. Four wrong. So we checked every claim against the vendors’ own docs. A thread:

172 / 280

First, what buyers actually want. Not “a Slack integration,” most tools have one. They want the alert to fire without a Zapier hop, inside the channel the team already lives in, with the task link in it. That narrower ask is where most tools fall down.

252 / 280

The short version: two tools do it natively, three need a workaround, and one charges for it. Full comparison, with the threads we pulled it from, in the guide below.

166 / 280
Export content

Ship it anywhere.

Copy and paste it into your CMS, download Markdown or HTML for the engineers, or export a PDF with the figures in place.

→ from draft to published without reformatting.

Content canvassaved · v8
Draft saved · v8
Why teams are leaving Vantage (and what they wanted instead)saved · v8 export
Ready · why-teams-leave-vantage.pdf
04 — Stay ahead

The signal comes to you.

Get pinged the moment something shifts, a briefing in your inbox, and any finding exported in the format the room needs, so you stay ahead without lifting a finger.

Email alerts

Be the first to know.

Set thresholds and watches on any topic, competitor, or sentiment shift, and get the email the moment it crosses your line.

→ you respond while it still matters, not after it’s news.

Email alertsLIVE
Crowd IntelligenceThreshold9:02 AMNegative sentiment hit 78% this week — past your 75% line.
Crowd IntelligenceEvent2m ago“Vantage” mentioned in r/SaaS — 3 new threads.
Crowd IntelligenceThreshold1h ago“Slack alerts” mentions up 64% vs last week.
Email digests

Stay current without logging in.

A scheduled briefing of everything that moved in your market (trends, sentiment, top threads) delivered straight to your inbox,

→ your whole market, summarized, on your schedule.

Email digestweekly
from:digest@crowdintelligence.ioMon 9:00 AM
Your weekly digest — this week in your market

Here’s everything that moved in your market this week.

395 threads · 2,863 comments · sentiment ↑ 4%
Top trend: AI-agent tooling — up 3× across 9 communities
Sentiment: +4% week over week — onboarding still the soft spot
Top thread: “We switched off Vantage” — 2.4k upvotes
In this digest Top trends Topics Sentiment Top links Threads Top voices
Export & share

Bring the receipts to every meeting.

One Export button, five formats, all filter-aware: the posts as CSV, a branded PDF report, the whole dashboard as a PNG, every card as a zip, or a link that opens this exact view for a teammate.

→ any finding, in the format the room needs.

Live dashboardLIVE
This view: last 30 days · negative · r/SaaS +2
last 30 daysnegativer/SaaS +2 Export
Threads214↘ −12%
Sentiment38%
Top topicsOnboardingPricingSupport
Top rivalVantage↗ +24%
Saved! · Check your downloads Link copied! · restores this exact filtered view
05 — The payoff

Become the team that actually knows.

Every surface adds up to one thing: you stop guessing what your market wants, and start acting on what it actually says.

Decide with receipts

Back every call with what thousands of real conversations actually say. Each insight links to its source thread, so “I think” becomes “I know.”

Move before the category

Spot the shift while it’s still a whisper, and act on it before your competitors have even noticed it’s happening.

Publish what they’re already asking for

Turn rising conversations into blog posts, LinkedIn posts, and X threads, drafted in your market’s own words and grounded in the threads behind them.

Know exactly what your market wants.

Trends, sentiment, competitor share of voice, and the exact words your audience uses, from real conversations. Then an agent that answers with sources and drafts the content people are asking for.