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The Tool Finder quiz uses the same NGS scoring logic to match your workflow, budget, and goals to the right archetype combination.
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NxtGen Scoring System
Stack Builder
Build Your AI Writing Stack
Open the builder, select up to 3 tools, and compare your stack using verified NGS scoring fields.
Open Stack BuilderStack X-Ray
Is your AI writing stack actually working?
Already using AI writing tools? Run them through the NGS framework and get a scored audit in 60 seconds.
Stack X-Ray
Audit your AI writing stack
Enter the AI writing tools you currently use. We score them through the NxtGen Scoring System and show you exactly where your stack stands.
8-Pillar NGS Audit
Bleed Detection
Redundancy Scan
Budget Analysis
Ranked Replacements
How results are generated ⓘ
Results are generated using the NxtGen Scoring System (NGS) — a structured methodology that evaluates AI writing tools across 8 defined criteria, weighted by persona. Only NGS-scored AI writing tools can be audited.
Persona lens:
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AI writing tools only. Stack X-Ray audits tools scored by the NGS methodology. Tools not yet in our database cannot be evaluated. Submit a tool for review →
Running Stack X-Ray
Scoring your stack across 8 pillars with persona weights applied
Pulling NGS scores from database
Applying persona weights
Detecting pillar bleeds
Scanning for redundancies
Analysing budget and cost efficiency
Building replacement shortlist