// INTEL OUTPUT · TAGS & THEMESCOMMAND & WAR ROOM
Patterns you'd miss. Discovered automatically.
AI reads every signal across all 12 streams and generates tags — short labels describing what each data point is about. Related tags cluster into themes. Themes get scored against your strategy. You see what your market is talking about without reading a single review.
// AI-GENERATED TAGS
Every signal gets tagged. Automatically.
Tags are generated in ~200ms per item with an 85% cache hit rate. Cross-source tags (appearing in reviews, social, AND surveys) are stronger signals.
pricing increase34pricingredditnews
broken automation28app reviewsreddit
AI features22hiringnewswebsite
poor support19app reviewsG2reddit
data migration15redditapp reviews
API limits9redditapp reviews
Sample data · B2B email marketing vertical · 30-day window
// THEME DISCOVERY
Related tags cluster into strategic themes
AI groups related tags across all signals into themes — then scores each theme by volume, sentiment, cross-source strength, and alignment with your product strategy. The highest-scored themes are the ones that matter most.
Pricing backlash across competitors↑ surging
62 mentions·Sendcraft, Dropmail
PRIORITY96
Multiple competitors raised prices in Feb 2026. Sendcraft's increase triggered a viral Reddit thread. Customers actively looking for alternatives.
pricing increasebilling complaintsno grandfathering
AI feature arms race↑ growing
41 mentions·Dropmail, Pulsemail, Mailwing
PRIORITY84
3 of 5 competitors are hiring for AI roles or adding AI to their homepage positioning. Dropmail shipped an AI subject line generator. Category-wide shift.
AI featuresML hiringAI positioning
Support quality declining→ stable
33 mentions·Sendcraft, Mailwing
PRIORITY71
Support complaints consistent across app reviews, G2, and Reddit for Sendcraft and Mailwing. Sendcraft's App Store rating dropped 0.3★ in 7 days.
poor supportslow responsebroken automation
Enterprise readiness gaps↑ new
18 mentions·Your app, Mailwing
PRIORITY58
Enterprise buyers citing SSO and audit logs as blockers in G2 reviews and surveys. Both you and Mailwing lack these — Beampost owns this positioning.
SSO / securityaudit logsdata migration
// THE PIPELINE
Signal → Tag → Theme → Priority Score
01
Signal arrives
A review, Reddit mention, pricing change, news article, or any other data point enters SENSER.
02
AI generates tags
GPT-4o-mini reads the content and assigns 1-5 descriptive tags in ~200ms. Cached for efficiency (85% hit rate).
03
Tags cluster into themes
Related tags across all sources and competitors group into themes. 'pricing increase' + 'billing complaints' = pricing backlash theme.
04
Themes get scored
Each theme gets a 0-100 priority score based on volume, sentiment, cross-source detection, and alignment with your product strategy.
12 SIGNAL STREAMS → AI TAGS → CLUSTERED THEMES → SCORED & RANKED
// CROSS-SOURCE DETECTION
A theme in one source is a signal. In three sources it's a pattern.
When "poor support" appears in app reviews AND Reddit AND G2 reviews, that's not three separate problems — it's one theme with 3x the confidence. SENSER detects this automatically and boosts the priority score.
EXAMPLE: "POOR SUPPORT" THEME
App Reviews
"terrible support response times"
App Store
Reddit
"Anyone else waiting 5+ days for Sendcraft support?" — 203 upvotes
r/emailmarketing
G2 Reviews
6 reviews cite support as primary weakness, down from 4.2 to 3.8 rating
G2.com
→ 3 sources confirmed → priority score boosted from 51 → 71 → theme rank elevated
// ALL INTEL OUTPUTS · EVERY PLAN
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