O
ORP Studio — Research Intelligence System

From customer evidence
to defensible thesis.

Turn fragmented customer feedback into structured market intelligence — with every conclusion traceable to its source.

Explore Demo
[ Directed Research Lineage Pipeline ]
Review
Observation
Problem
Intent
Opportunity
Thesis
[ Research Pipeline Transformation ]

Six stages. One evidence chain.

Raw customer feedback is progressively filtered, structured, and compressed into executive-ready market theses.

01

Customer Reviews

Unstructured merchant reviews gathered across app marketplaces (Shopify, Google Play).

02

Observations

AI-extracted specific workflow failures, evidence quotes, and operational impacts.

03

Recurring Problems

Clustered canonical problem patterns unifying identical market pain points across apps.

04

Customer Intents

Formulated merchant objectives, workflow desires, and underlying solution requirements.

05

Market Opportunities

Scored market failures and underserved gaps backed by multi-merchant evidence strength.

06

Startup Theses

Actionable product hypotheses, ideal customer profiles, and strategic positioning moats.

STAGE 01 DETAILRAW EVIDENCE

Customer Reviews

Unstructured merchant reviews gathered across app marketplaces (Shopify, Google Play).

500
reviews gathered
Inspect Customer Reviews Artifacts
SYNTHESIS FUNNEL METRICS

Progressive Synthesis Metrics

Unstructured feedback is compressed into decision-ready hypotheses without losing line-by-line evidence provenance.

STAGE 010REVIEWS
STAGE 020OBSERVATIONS
STAGE 030PROBLEMS
STAGE 040INTENTS
STAGE 050OPPORTUNITIES
STAGE 060THESES
[ PRODUCT CAPABILITIES ]

See the research in action

Interactive, evidence-connected views into deep market research artifacts.

CHAPTER 01KNOWLEDGE GRAPH ENGINE

Connect the evidence.

Every observation, problem, intent, opportunity, and thesis remains connected through a directed evidence graph.

Inspect Knowledge Graph
orp.studio/demo/ai-tutor-market/graphClick to Zoom
Connect the evidence.
CHAPTER 02EVIDENCE & PROOF EXPLORER

Every conclusion has a trail.

Follow a conclusion back through the research pipeline to the customer evidence that supports it.

Explore Evidence Explorer
ReviewObservationProblemIntentOpportunityThesis
orp.studio/demo/ai-tutor-market/evidenceClick to Zoom
Every conclusion has a trail.
CHAPTER 03STARTUP THESES & MEMO

Turn evidence into a thesis.

Transform validated market friction into structured product hypotheses, ideal customers, and defensible strategic moats.

View Startup Theses
orp.studio/demo/ai-tutor-market/startup-thesesClick to Zoom
Turn evidence into a thesis.
ZERO BLACK-BOX ANSWERS

Every conclusion has a trail.

Unlike generic AI tools, ORP Studio never presents unexplained summaries. Every thesis links directly back to verbatim source reviews.

CUSTOMER REVIEW[Verbatim Source]
Rating: 1/5 • Market: Google Play • App: AI Tutor

“AI tutor pronunciation is inaccurate for technical jargon during voice practice sessions.”

Tracey Rhodes — Language Learner
OBSERVATION[Friction Quote]
Workflow: Pronunciation Practice • Severity: HIGH

Speech synthesis engine fails phoneme recognition on domain-specific vocabulary.

RECURRING PROBLEM[Canonical Pattern]
Frequency: 14 Reviews • Affected Apps: 3 Competitors

Off-the-shelf TTS voice models lack customizable acoustic lexicon support for niche domains.

CUSTOMER INTENT[Merchant Requirement]
Actor: Language Learner • Priority: CRITICAL

Learners desire real-time phonetic feedback tailored to specific industry glossaries.

MARKET OPPORTUNITY[Validated Gap]
Opportunity Score: 88% • Evidence Strength: 95%

Sub-50ms domain-specific acoustic model fine-tuning engine for language apps.

STARTUP THESIS[Defensible Strategy]
Moat: Proprietary Lexicon Graph • Ideal Customer: EdTech Developers

Build a specialized phonetic validation SDK providing instant custom lexicon tuning for AI learning platforms.

[ DECISION-READY ARTIFACTS ]

Structured outputs for decision-makers.

Research is synthesized into executive-ready deliverables designed for founders, product strategists, and investors.

MEMO
PRIMARY EXECUTIVE DELIVERABLE[ Investment & Strategy Dossier ]

The Investment & Strategy Memo

An executive-ready memo synthesizing market dynamics, competitive failure vectors, customer intent clusters, validated opportunities, and defensible product theses into a unified decision document.

OPPORTUNITY MATRIX

Market Opportunities

Prioritized structural gaps scored across competing software products.

Explore Output
DEFENSIBLE HYPOTHESES

Startup Theses

Structured product hypotheses, ideal customer profiles, and positioning moats.

Explore Output
DIRECTED GRAPH

Knowledge Graph

Visual node graph linking every evidence quote directly to market conclusions.

Explore Output
[ START RESEARCH ]

Transform customer evidence
into defensible market intelligence.

Start a new research run across software marketplaces or explore pre-analyzed market research workspace artifacts.

Explore Demo Workspace