NICHE EVIDENCE RADAR

Stop guessing whether the pain is real.
Read the evidence.

Timory continuously monitors six developer and founder communities, turning scattered complaints, requests and spending signals into traceable, explainable opportunity dossiers that grow over time — and alerts you when a niche heats up or new payment evidence lands.

No credit card · Every claim links back to its source post

Evidence-backed▲ Heating ×1.8

Cost monitoring & budget kill-switch for AI agents

Indie developers' agents burn API budgets overnight; existing observability targets large teams.

Score 24.614 evidence items4 sourcesUpdated Jul 11
Payment intent Current spend

"My agent burned $180 overnight retrying a broken tool call. I'd pay for a hard budget cap."

Reddit · r/LocalLLaMA2026-07-09View source ↗

WHY IT EXISTS

There is no shortage of information. What's missing is judgment: which complaint is real?

Authenticity

The same "huge industry pain point" can come from a suffering user — or from the marketing copy of someone selling a product. Without provenance grading, you get played.

Recurrence

One rant is an emotion. The same problem surfacing across communities, authors and weeks is a need. No human can hold hundreds of posts in their head across time.

Willingness to pay

"I pay $340/mo for a broken solution" and "this market is huge" are different kinds of evidence. Only the first deserves your time.

HOW IT WORKS

From six noisy communities to one dossier you can audit

01

Collect

Reddit · Hacker News · Indie Hackers · GitHub Issues · Software Recs · MicroConf, daily.

02

Extract signals

Pain, needs, competitor complaints, payment intent, solution gaps — sentence by sentence.

03

Grade provenance

Only first-hand evidence — lived pain, real spending — counts toward the score.

04

Aggregate

Evidence saying the same thing across time and communities merges into one dossier, deduplicated.

05

Track & alert

Deterministic rules score and promote; you're notified on heat-ups and new payment evidence.

Scoring and promotion are deterministic code, not AI vibes — the same evidence always yields the same score. Read the full methodology →

WHY TRUST IT

Don't trust us. Audit us.

3s

Every claim is traceable

Short quote, evidence type, date and source link on the same screen. Open the post and verify yourself.

7 tiers

Provenance grading

Lived pain or marketing copy? Every item is graded; secondhand and promotional content never counts toward the score.

Deterministic

Explainable scoring

Six factors, public formula, every score expands to its inputs. AI reads sentences; it never grades.

Honest disclaimer: "evidence-backed" means the problem is real, recurring and paid for — not that the business is worth building. Market size, reach and founder fit are your call.

FREE

$0

1 read-only niche · public ledger · 2 evidence items per dossier

Start free

PRO

$24 / mo

3–5 niches · full evidence chains · briefs & alerts · watch/dismiss

Join the waitlist

TEAM

On request

Seats · export · API — designed when real demand shows up

Tell us what you need