v1.0 — Open Source

UX Research,
Powered by AI.

PRISM gives AI agents the ability to generate professional personas, journey maps, interview synthesis, and usability test plans — grounded in real research methodology, not generic AI output.

$ npx skills add ravipalwe/prism

Works with Claude Code, Cursor, Windsurf, Codex CLI, and more.

Research AI
Can Actually Use.

Most AI tools generate UX research that looks right but falls apart the second a stakeholder asks "where did this come from?" No evidence ratings. No assumption labels. No connection between findings and recommendations.

PRISM fixes that. It's a skill that teaches AI agents how to think like a senior UX researcher. Not just what to output, but how to structure evidence, when to flag assumptions, and where to connect insights to design decisions.

Evidence strength ratings on every finding
Assumptions labeled and flagged
Findings connected to design decisions
Recommendations prioritized by impact
Research-standard template structure
Four Artifacts.
One Skill.
Everything a senior UX researcher would produce — generated in minutes, not weeks.

User Personas

3–5 research-backed personas with goals, behaviors, pain points, motivations, context of use, and design implications. Behavioral archetypes — not demographic stereotypes. Every persona comes with a comparison matrix.

Journey Maps

Phase-by-phase experience maps that capture what your user thinks, feels, and does across every touchpoint — including the ones you don't control. Emotional arcs and prioritized opportunities ranked by impact and effort.

Interview Synthesis

Paste raw interview notes. Get structured findings. Every finding has an evidence strength rating, direct participant quotes, and a design implication. No more spending three days turning notes into a research readout.

Usability Test Plans

Complete test plans with research questions tied to design decisions, plain-language task scenarios, behavioral screener criteria, quantitative and qualitative metrics, and realistic timelines.

Input to Insight.
One Prompt.
Describe what you need. PRISM handles the rest.
01Your Prompt
02Identify
03Classify
04Generate
05Quality Check
06Output .md

Works With Any Input

Raw interview notes, survey data, analytics summaries, or just a product brief. PRISM adapts to your input fidelity and labels assumptions when data is thin. Got 6 user interviews? PRISM synthesizes them. Only have a brief? PRISM tells you exactly what to validate first.

Modular Architecture

PRISM isn't a monolithic prompt. It's a lean skill file that delegates to 6 reference guides — persona, journey map, interview synthesis, test plan, financial services, and quality checklist. Each guide can be extended independently.

Built for Trust-Sensitive
Industries.
An optional layer that adds depth for banking, payments, insurance, and wealth management.

When Trust Is the Product.

Financial services design is different. Users are trusting a screen with their money. Generic UX research misses the anxiety before a large transfer, the trust that erodes when KYC feels invasive, the 70% abandonment during poorly designed onboarding.

Activate it by mentioning financial products in your prompt, or by saying "include the financial services layer."

What It Adds

Personas: Financial literacy, risk tolerance, trust signals, security expectations, financial anxiety profiles.

Journey Maps: Trust arc tracking, compliance friction, cognitive load ratings, financial anxiety triggers.

Synthesis: Financial anxiety codebook, trust evidence framework, compliance perception themes.

Test Plans: KYC tasks, transaction security scenarios, error recovery flows, trust metrics.

KYC / AML PCI-DSS FCRA Regulation E GLBA Trust Signals Risk Tolerance Financial Anxiety Compliance Friction
Tested. Measured.
Proven.
Evaluated across 3 real-world scenarios — personas, interview synthesis, and usability test plans.
100%
Pass Rate
Every deliverable met quality criteria
+64%
Quality Gain
vs 36% pass rate without PRISM
+33s
Avg. Added Time
~8K extra tokens per run

For a 64% quality improvement, +33 seconds is a trade worth making every time.

With vs Without.
Here's what actually changes when PRISM is active.
Quality Signal With PRISM Without
Research-standard template structure
Evidence strength ratings
Participant numbers (not names)
Assumptions labeled
Jargon-free task scenarios
Financial services depth
Prioritized recommendations
Behavioral persona distinctions
Built by a Practitioner.
RP

Ravi Palwe

Product Design Leader · Financial Services

19+ years solving one problem: getting people to trust screens with their money. I still design. I still research. And I built PRISM because I believe the best UX research should be accessible to every team — not just the ones with a six-figure research budget and a dedicated ResearchOps function.

Start Researching
In Seconds.

Open source. Free. MIT licensed. Works with Claude Code, Cursor, Windsurf, Codex CLI, and any AI assistant that supports the Agent Skills specification.

View on GitHub See Features