SIBRmatrix
Open the Workbench

Is your idea worth your time?

Built for Muslim founders, for any customer. Share a business idea and Sibr checks it on six parameters: pain, value, target audience, growth, Islamic alignment and competition. Then it shows which audiences across geographies, ages, communities and interests it actually wins with, before you spend months building it.

0 / 5000Ctrl + Enter to run
Audience Open Who could buy this? Leave it open, or choose
1 · Leave it open, or start from a quick pick

2 · Fine-tune (optional) 141 segments in 10 groups
3 · Add your own audiences (optional)
Laya settings

Saved only in this browser. Laya works when this device is on your Tailscale network.

What Sibr checks

Six parameters, one Sibr score out of 100
PainDoes the problem really hurt? Strong pain means people already spend time or money on workarounds.
ValueWill customers pay for the solution, and how much?
Target audienceIs there a clear first customer? A sharp target is cheaper to reach and easier to build for.
GrowthIs the market growing, steady or shrinking?
Islamic alignmentIs this a business a Muslim founder can run? Looks for riba, gambling, haram categories, speculation and content concerns. Your customers can be anyone. A flag for scholarly review, never a ruling.
CompetitionIs the space open, competitive with room to stand out, or crowded?

Sibr score = 65% the first four parameters, 20% competition, 15% Islamic alignment. Each idea is also scored for its audiences: ones Sibr finds for you, ones you pick from 141 segments, or ones you type.

Validation matrix

Click a row to open its report ·
#IdeaPainValueTargetGrowthIslamicCompetitionSibr

Result report

Behind the scenes

Lens map

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How the engine works

  1. Idea cardProblem, user, solution, revenue, delivery.
  2. Lens gridGeography × age × community × interest cells.
  3. EvidenceCompetitors, reviews, forums, trends per cell.
  4. Persona passLLM writes a short analysis per cell.
  5. Verdict headsFine-tuned Laya classifiers return typed, calibrated verdicts.

With the model service connected, ideas are scored by an LLM idea card plus Laya verdicts. Without it, a transparent heuristic engine runs in the browser. Scores are directional, not research. Islamic-alignment output is a flag for scholarly review, never a ruling.