Catch recurring problems early
Surface friction while it's still a pattern in the data — before it turns into churn, escalations, or an expensive process audit.
Team problem intelligence
Problem intelligence — without the surveys and audits
Skip the one-off surveys and costly audits. IntellectScout watches your Slack, Jira, and GitHub, then surfaces the recurring problems worth fixing next — with the evidence to back each one.
No credit card for the demo workspace. Create your workspace, browse the public radar, or see how it works.
Demo workspace signal mix
SampleSlack
34%
Jira
28%
GitHub
22%
Other
16%
Continuous monitoring, only what matters
The engine keeps watching your connected sources and surfaces findings worth attention, not noise.
Less manual research
Ranked, evidence-backed clusters mean fewer ad-hoc surveys, external studies, and process audits to justify what to fix next.
How it works
From raw messages to ranked problems
Step 1
Connect your sources (guided)
Authorize Slack, Jira, or GitHub — we help you finish setup — or push signals via API key. Each signal keeps author, source, and timestamp so clusters stay traceable.
Step 2
Cluster by meaning
Similar frustrations merge into problem spaces — not keyword buckets — so paraphrases and channel-specific wording still roll up together.
Step 3
Rank, monitor, and report
OpportunityScore surfaces repeatability, cross-source independence, and velocity — then keeps monitoring so new findings surface continuously. Export CSV summaries for reviews and leadership.
Live demo
DataSync Inc — sample workspace
Real API data from our sandbox org. Refreshes every 45 seconds as new signals are generated.
Sandbox workspace
DataSync Inc
Total signals
—
Clusters
—
Trending
—
Sources
—
Signal activity
Last 7 daysWaiting for trend data…
Top problems
By opportunity scoreProblems appear once signals are clustered in the sandbox.
Evidence-backed clustering
Related signals group into problem spaces with traceable source quotes.
Live scoring
Opportunity scores refresh as new signals arrive in the sandbox org.
Problem intelligence
Focus on repeated builder frustrations — not startup idea generation.
Reports
Reports leadership actually reads
Every reporting period, IntellectScout generates an interactive HTML report over your ranked problems — an executive narrative on what changed and where to look next. Print to PDF or share the live link. Problem intelligence, not idea generation.
Branded, interactive report with print-to-PDF
A designed cover, headline metrics, ranked problems, and representative quotes — every figure traceable back to the source signal. Print or share the live link.
Executive narrative
A plain-language read of what eased, what accelerated, and the clearest priorities — generated on our own infrastructure, at no per-report cost.
Period-over-period intelligence
Signal volume and per-problem momentum against the prior period, with rising and newly emerged problems flagged automatically.
A focus loop that improves itself
Each report grades how last period's focus areas actually fared, so the analysis compounds from one report to the next.
Problem intelligence report
DataSync Inc
Last 30 days
Signals
482+18%
Clusters
37+4
Rising
6+2
Signal volume
By source
- Slack34%
- Jira28%
- GitHub22%
- Other16%
Top problems
- 18.6
Deploy config drift across environments
- 27.4
API rate limits blocking batch jobs
Integrations
Connect where your team already works
Slack, Jira, and GitHub connect with guided setup — we help you finish authorization. Public developer sources power the free radar.
Slack
Available
Monitor internal channels where customer pain surfaces first.
Guided setup — we connect it with you
Jira
Available
Cluster recurring issue themes across projects and epics.
Guided setup — we connect it with you
GitHub
Available
Track issue and discussion patterns across repositories.
Guided setup — we connect it with you
Public radar
Available
HN, GitHub, and Stack Overflow feeds as a market-intelligence teaser.
Pricing
Start free. Add assisted monitoring when you're ready.
Explore the public radar and a free workspace, then let us connect your sources and monitor recurring problems continuously.
Public radar
€0
Explore the public radar and validate signal density in your own workspace.
- Public developer radar (Rising / Emerging labels)
- 1 workspace, 1 connected source (guided)
- Ranked problem dashboard + evidence preview
- Push signals via API key (self-serve fallback)
- CSV export — top 10 problems
14-day free trial
€39/month
Continuous problem monitoring across your connected sources. Free assisted setup and a 14-day trial to start.
Request assisted setup
Prefer to self-serve? Start the trial — cancel anytime.
- Free assisted onboarding — we connect your standard sources with you
- Slack, Jira & GitHub (guided) + API-key intake
- Continuous clustering & ranked findings
- Numeric OpportunityScore + full evidence
- CSV + JSON export, trends & source mix
- 14-day free trial, then €39/month — cancel anytime
Custom cooperation
€30/hour
Consultancy for bespoke integrations, domain tuning, or a one-off problem-audit report.
- Custom integration for sources we don't support
- Clustering & scoring tuned to your domain
- One-off problem-audit report with recommendations
- Billed at €30/hour — scoped on a call
- SSO / SAML & multi-workspace rollout
Assisted setup is free for standard integrations; the 14-day trial converts to €39/month, cancel anytime. Custom cooperation is billed at €30/hour, scoped on a call.
Explore the product first in our live sandbox.
Trust & privacy
Built for B2B teams who need honest data handling
We design IntellectScout around core GDPR principles — data minimization, purpose limitation, tenant isolation, and your right to access and export workspace data. For connected integrations, your organization controls source content; we process it only to deliver ranked problem intelligence.
Data minimization
We cluster workflow frustrations — not employee profiles. Integrations store message text and handles needed to rank problems, not full user directories or attachments.
Tenant isolation
Your org signals and clusters are scoped by organization ID. Public radar content stays separate from private workspace data.
Export your data
Workspace owners can export problem reports as CSV, JSON (Pro), or PDF from the dashboard today.
EU infrastructure target
Production is designed for Hetzner EU hosting. We do not sell your data or use third-party ad trackers.
FAQ
Common questions
Get started
Ready to catch your team's problems early?
Explore the live demo, then request assisted setup and we'll connect Slack, Jira, or GitHub with you — or start free in your own workspace.