Research & Development AI
Discover Questions
Generate Solutions
From Question to Solution
Utilize the Questinno Dual Engine (Question Miner and Innovation Generator) to streamline your academic and industrial R&D workflow.
💡 Core Workflow: Use QM to discover what to research, then QI to design how to innovate
Research Gap Finder
Discover high-impact questions with Question Miner (QM).
Innovation Generator
Apply TRIZ methodology to generate novel solutions (QI).
Research Playbooks
Step-by-step guides on finding gaps and building innovation pipelines.
Why Research Needs a New Engine
Research is advancing faster than humans can keep up. Modern researchers face unprecedented challenges that traditional methods can't solve.
Information Overload
Literature volume is overwhelming, making gap discovery slow and uncertain
Novelty Assessment
True novelty is difficult to evaluate without systematic frameworks
Systemic Constraints
Field-specific biases and proposal pressures limit breakthrough thinking
High-impact research requires both better questions (QM)and better solutions (QI)
Reducing research planning from weeks to 15 minutes per workflow
The Questinno Dual-Engine System
Two specialized AI engines working in perfect harmony to transform your research workflow
QM — Question Miner
Problem Discovery Engine
Identify high-value, original research gaps with precision and confidence through our signal-driven analysis.
QI — Question Innovation
Solution Generation Engine
Generate multi-angle, breakthrough solution strategies using TRIZ-powered deep analysis and systematic innovation.
Together, they form a complete research pipeline:
Find the Right Problem
With QM's gap discovery
Build Innovative Solutions
With QI's TRIZ methodology
Deliver High-Impact Work
With systematic innovation
💡 Use QM to discover what to research, then QI to design how to innovate
How Each Engine Works
Two independent AI methodologies designed for different research stages
Finding the RIGHT question is the key to success
QM's 4-Layer × 12-Type × 60-Stage Signal-Driven Framework helps you rapidly identify high-value problems from top-tier papers
Multiple solutions at hand break through thinking barriers
QI's TRIZ methodology dives deep into problem essence to systematically generate multi-angle innovation proposals
Question Miner
Signal-Driven Gap Discovery
METHODOLOGY
4-Layer × 12-Type × 60-Stage Framework
Signal Identification
Extracts 12 types of research signals from citation contexts (e.g., gaps, limitations, future work)
Structured Formulation
Converts signals into well-defined research questions with contextual metadata
Quantitative Evaluation
Ranks opportunities by value density (Impact × Feasibility), with Gold/Silver/Bronze tiers
Question Innovation
TRIZ-Powered Solution Generator
METHODOLOGY
TRIZ 40 Principles · Academic Mapping
Contradiction Extraction
Identifies core binary conflicts in your problem (e.g., accuracy vs. interpretability)
TRIZ Principle Mapping
Maps academic concepts to proven invention principles from TRIZ's 40 strategies
Multi-Angle Solution Generation
Produces 10 or so substantive innovation proposals with technical paths and risk assessments
💡 Use them independently or together—QM for what to research, QI for how to innovate
Core Capabilities: Two Engines, One Purpose
Two focused AI engines, each excelling where the other ends
Question Miner
Discover the Undiscovered Research Gaps
AI extracts key research questions and critical knowledge gaps from papers, abstracts, or complex documents.
Core Capabilities
Question Innovation
Accelerate Idea Generation and Feasibility
Question Innovation uses our Innovation Generator (TRIZ engine) to instantly craft diverse, high-feasibility solutions and structured playbooks for complex problems.
Core Capabilities
What comes after QM + QI
Claimeer — Strategy before drafting.
As AI lowers innovation barriers, patent strategy becomes the new bottleneck. Claimeer maps the innovation space using recent US patent evidence so teams can assess differentiation, risk, and patent strategy earlier — before drafting begins.
A natural next step after QM and QI.
Explore ClaimeerDesigned for Modern Research Teams
Whether you're starting your research journey or leading innovation at scale
Early-Career Researchers
PhDs & Postdocs: Find publishable topics faster and build independent research capabilities
Lab Leaders & PIs
Build competitive research programs and empower your team with systematic innovation
Industry R&D Teams
Identify technology gaps and systematically generate breakthrough solutions for market impact
Cross-Disciplinary Innovators
Discover opportunities across field boundaries and fuse diverse methodological approaches
Research Institutions
Enhance research quality, boost grant success rates, and build institutional innovation capacity
→ Each audience benefits from the same powerful workflow: QM for problem discovery + QI for solution generation
When to Use QM & QI?
Two complementary engines for different stages of your research journey
Question Miner (QM)
Problem Discovery Phase
Systematic Literature Analysis
Identifying research gaps across 20+ papers
Research Direction Strategy
Evaluating high-impact opportunities
Funding Proposal Development
Building strong justification for research significance
Market Opportunity Analysis
Identifying technology gaps in competitive landscape
Question Innovation (QI)
Solution Design Phase
Novel Method Development
Generating innovative approaches to known problems
Technical Constraint Breakthrough
Solving contradictory requirements in system design
Structured Innovation Workshops
Expanding solution space with systematic creativity
Product Innovation Strategy
Designing breakthrough solutions for market needs
→ Best Practice: Start with QM to identify high-value problems, then apply QI for breakthrough solutions
Why Researchers Choose Questinno
Systematic innovation that delivers measurable results across your research workflow
Higher Originality
Identify unique gaps others overlook
Faster Cycles
Accelerate from idea to method design
Stronger Outputs
More novel, rigorous, and impactful studies
Better Proposals
Innovative ideas with systematic reasoning
Reduced Uncertainty
Clear, structured discovery workflow
Ready to experience these benefits? Start with free credits today.
Simple, Transparent Pricing
Pay only for what you use. No subscriptions, no commitments.
QM Task
10 credits per analysis
QI Task
50 credits per generation
See Our Reports in Action
Explore interactive demos of QM and QI reports. Register to access full reports and start your research journey.
Formalizing and benchmarking prompt injection attacks and defenses
Question Miner (QM) - Signal-Driven Gap Discovery Report
Formalizing and benchmarking prompt injection attacks and defenses
Citations Contexts (2)
What new methodologies can effectively enhance the robustness of LLMs against prompt injection attacks?
What approaches can be developed to extend defenses against prompt injection attacks in diverse applications?
Reference Contexts (1)
How can we develop a comprehensive framework to formalize prompt injection attacks and defenses?
Want to see the full report? Register now and get 50 free credits to explore all features.