From Hunches to Proven Strategy

Group experiments under strategic research questions. When multiple experiments converge on the same verdict, you know it's real.

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The Problem: Isolated Experiments, No Big Picture

You ran an experiment. It worked. But was it a one-off, or does the pattern hold across your portfolio? Without grouping experiments under questions, you can't tell signal from noise.

Exp A: Confirmed
Exp B: Refuted
Exp C: Confirmed
Exp D: ?
scattered, no convergence

The Fix: Strategic Questions With Convergence

Group experiments under a research question: "Does original data outperform sourced citations?" When 3+ experiments reach the same verdict, convergence is detected and a Pulse beat fires.

Research Question

Does original data outperform sourced citations?

Exp 1: Confirmed
Exp 2: Confirmed
Exp 3: Confirmed
Convergence detected ✓

See It in Action

A research program tracking convergence across experiments.

app.liquichart.com/research/original-data-performance

Does original data outperform sourced citations?

Priority: High

3 of 5 experiments completed. Convergence threshold: 3 matching verdicts.

Linked Experiments

Original polls vs sourced stats (SaaS)Confirmed
Original polls vs sourced stats (Fintech)Confirmed
Original charts vs static screenshotsConfirmed
Original data in listiclesRunning
Original data in comparison postsDraft

Convergence: 3/3 confirmed — pattern verified across niches

How It Works

01

Define a research question

Write a strategic question and set its priority. This becomes the umbrella for related experiments.

02

Link experiments

Associate experiments with the program. Each tests a specific aspect of the broader question.

03

Experiments run and conclude

Verdicts accumulate: confirmed, refuted, inconclusive. The program tracks progress automatically.

04

Convergence is detected

When 3+ experiments reach the same verdict, the system detects convergence and emits a Pulse beat. Strategy is now evidence-backed.

Capabilities

Priority-Ranked Questions

Define strategic research questions and rank them by priority. Each question groups related experiments.

Linked Experiments

Associate experiments with a research program. Track how many have concluded and what their verdicts are.

Convergence Detection

When 3+ experiments in the same program reach the same verdict, the system detects convergence and emits a high-significance Pulse beat.

Pulse Integration

Research milestones — experiment started, verdict reached, convergence detected — appear on the Pulse timeline.

Portfolio-Wide Recommendations

Convergent findings generate recommendations that apply across your entire content portfolio, not just one article.

Progress Tracking

See how many experiments are draft, running, and completed. Track convergence progress toward the threshold.

Turn Isolated Tests Into Proven Strategy

Group experiments, detect convergence, and apply findings across your portfolio.