Your continuous competitive research agent
An AI research agent that monitors public sources and surfaces evidence-backed product gaps.
Niche radar
Workspace tools
23
sources
147
findings
12
themes
4
gaps
Calendar reliability blocks team adoption
Shared calendars fail to sync reliably across timezones, causing teams to abandon the feature and revert to dedicated calendar tools.
“We tried to move our whole team to Notion Calendar but the timezone sync issues made it unusable after two weeks. Back to Google Calendar.”
“A lightweight timezone-aware event sync layer that treats Notion as the source of truth while resolving conflicts server-side.”
The alternative
The market is already talking.
You need an agent that never stops listening.
Manual research — last week
Next week: start again.
LidScout agent — this Friday
Strong evidence · 14 mentions
Calendar reliability blocks team adoption
“We tried to move our whole team to Notion Calendar but the timezone sync issues made it unusable after two weeks. Back to Google Calendar.”
Suggested wedge — A lightweight timezone-aware sync layer that treats Notion as the source of truth while resolving conflicts server-side.
147
findings scanned
12
themes grouped
4
gaps ranked
Live demo
The actual dashboard — with real data from a live run
This is the same interface you get after setting up a niche. Gap cards are interactive — try saving or dismissing one.
LidScout
Niche intelligence
Gaps
Notion tools · ranked gaps
Sample data from a Notion tooling market · Click the tabs and gap actions above
Evidence first
Every gap has a source you can read
Source · r/Notion · Notion
“We tried to move our whole team to Notion Calendar but the timezone sync issues made it unusable after two weeks. Back to Google Calendar.”
Clustered with 13 similar signals into
Calendar reliability
Shared calendars fail to sync reliably across timezones, causing teams to abandon the feature and revert to dedicated calendar tools.
Ranked gap · strong evidence
Calendar reliability blocks team adoption
Wedge → A lightweight timezone-aware event sync layer that treats Notion as the source of truth while resolving conflicts server-side.
How it works
An agent loop, not a one-shot search
Define your market once
Set your scope: the product or category to watch, the companies you care about, and the public sources that actually work today.
GitHub issues · HN · Discourse · Stack Overflow · community forums
The agent loop runs continuously
Every day, the agent fetches sources, strips noise with rules then LLM relevance, extracts structured pain signals, and clusters them into themes. No prompting required.
~80% of posts are discarded before a finding is extracted.
Ranked with receipts
The output is a short list of recurring complaints, each backed by a real quote and a link to the original public post.
Finding → theme → ranked gap → source link
Feedback trains future runs
Save a gap, dismiss noise — every action is stored. The next run adjusts its ranking, source weights, and priorities based on what you've already signaled matters.
The agent learns which sources and themes are worth prioritizing.
Live — step 2 in action
Today's scan — Workspace tools
Use cases
Two ways to read the same signal
Product teams
See where the niche is weakest before your roadmap is locked.
Track named companies in your niche. Recurring complaints become ranked gaps with source quotes attached — ready to bring into planning. The agent learns which themes you've already addressed and stops surfacing them.
Founders
Validate a space by reading what users already say in public.
Monitor a niche across companies and surface patterns that keep appearing. The agent runs on a schedule, builds up evidence over time, and improves rankings based on what you save and dismiss.
Pricing
Free until Q3.
No credit card. No catch.
Every feature available now. Paid plans launch Q3 2026 — early access users are rate-locked at launch pricing.