2026-10-03
Brand Perception Survey: Questions, Metrics and Tools
How to design and run a brand perception survey in 2026: core metrics, 15 example questions, sample size guidelines, brand tracking tools, and pre-testing with Minds.
Blog
Insights on synthetic market research, AI panels, and audience simulation from the team behind Minds. We publish practical guides, tool comparisons, and research notes on testing concepts, messages, and products with AI personas before you launch.
Total: 81
2026-10-03
Quantitative vs Qualitative Research: The Difference
The difference between quantitative and qualitative research, with examples, sample sizes, methods, when to use each, and where synthetic research fits in 2026.
2026-10-03
Survey Alternatives: 9 Research Methods to Use Instead
Alternatives to surveys for 2026: interviews, AI-moderated interviews, usability tests, analytics, experiments, reviews, communities and synthetic research, with when to use each.
2026-09-22
How to Read Synthetic Audience Accuracy Claims
Synthetic research vendors publish accuracy percentages between 85% and 98%. Almost none of them measure the same thing. Here is how to tell which claims can be checked.
2026-08-28
AI Persona: Definition, Types, and Uses
An AI persona is a defined identity that shapes how an AI responds. Learn what an AI persona is, how it works, its uses, and key limitations.
2026-08-08
How to Validate AI-Generated Insights Before Presenting Them
Before AI-generated insights reach stakeholders, researchers should check source fit, contradiction, bias, and decision risk.
2026-07-31
AI vs. Traditional Research Cost and Timeline Planner
Compare estimated timeline and cost scenarios for traditional human research and AI-assisted workflows using your own custom project inputs.
2026-07-31
Focus Group Cost Calculator: Plan Your Research Budget
Estimate your qualitative research budget with our focus group cost calculator. Learn about recruiting, incentives, facilities, and hybrid workflows.
2026-07-31
AI Customer Research in 2026: Evidence, Limits, and Validation
A source-led guide to synthetic participants and AI-assisted customer research, with a practical validation protocol and disclosure checklist.
2026-07-30
Silicon Sampling Case Studies: 7 Real Uses in 2026
Seven silicon sampling case studies with the question, the panel design, the result, and the human validation each was checked against. Concept, pricing, B2B, brand, ICP.
2026-07-30
Silicon Sampling for Marketers: Practical Guide 2026
Eight marketing jobs silicon sampling does well, five it does badly, the five-step workflow, and a worked positioning test that cost under $50 instead of $15,000.
2026-07-30
Silicon Sampling vs Traditional Surveys
Compare silicon sampling and traditional surveys across respondent sources, uncertainty, identity controls, cost drivers, and validation workflows.
2026-07-05
What Is a Synthetic Audience? Definition, Uses & Validation
A synthetic audience is an AI model of a target group you can question like a panel. See how it works, what it is good for and how to validate one.
2026-07-01
Market Research Methods for AI Panels
Market Research Methods for AI Panels: a practical guide to using Minds for method planning before formal market research fieldwork.
2026-07-01
MaxDiff, Conjoint, and NPS: When to Use Each
MaxDiff, Conjoint, and NPS: When to Use Each: a practical guide to using Minds for method planning before formal market research fieldwork.
2026-07-01
Pricing Research Methods Guide
Pricing Research Methods Guide: a practical guide to using Minds for method planning before formal market research fieldwork.
2026-07-01
Survey Method Templates for Market Research Teams
Survey Method Templates for Market Research Teams: a practical guide to using Minds for method planning before formal market research fieldwork.
2026-07-01
UX Survey Methods for Product Teams
UX Survey Methods for Product Teams: a practical guide to using Minds for method planning before formal market research fieldwork.
2026-06-22
How to Turn AI Into Your Market Research Assistant
Use AI to accelerate research production without handing over the judgment that makes a researcher valuable. A practical workflow for researchers.
2026-06-18
The Market Research Tasks AI Is Making Obsolete
A clear look at which research tasks are most exposed to AI automation and where researchers should move their effort instead.
2026-06-17
Market Research Skills Accountable to Human Researchers in the AI Era
A concrete guide to the durable market research skills that require human judgment and oversight as AI transforms research workflows.
2026-05-25
Agency Case Study Angle Testing with AI Panels
Pre-test case study angles and headlines with synthetic prospect panels in 45 minutes, then ship the version that drives inbound demos.
2026-05-25
Founder LinkedIn Post Pre-Testing with AI Panels
Stop guessing which post will pop. Pre-test 6 to 10 LinkedIn hooks and angles with synthetic ICP panels in 20 minutes and ship the one that earns the comment.
2026-05-25
SEO Meta Title and Description Testing with AI
Pre-test 8 to 12 meta title and description variants with synthetic searcher panels in 20 minutes and ship the ones that win the SERP click.
2026-05-23
Agency Creative Concept Shortlisting with AI Panels
Pre-screen 12 to 20 creative concepts with synthetic ICP panels in 2 hours. Walk into the client meeting with 3 defensible directions, not a guessing game.
2026-05-23
Founder Investor Cold Email Testing with AI Panels
Pre-test investor outreach with synthetic VC panels. Catch the rejection triggers in 45 minutes before you burn your one-shot intro.
2026-05-23
Push Notification Copy Testing with AI Panels
Pre-test 6 to 12 push notification copies with synthetic panels in 30 minutes and ship the version that drives open and tap-through.
2026-05-21
Agency Client Discovery Call Prep with AI Panels
Walk into the discovery call already knowing your client's customer. Pre-research with synthetic panels and turn discovery into validation, not exploration.
2026-05-21
Pre-Test Email Subject Lines with AI Panels
Stop guessing subject lines and burning send-volume on doomed variants. Pre-test 12 subject lines with a synthetic panel in 20 minutes and ship the winner.
2026-05-21
Founder Pricing Tier Testing with AI Panels
Stop guessing at pricing tiers. Pre-test 4 to 6 plan structures with synthetic panels in 90 minutes and ship the configuration buyers actually convert on.
2026-05-19
EY and Aaru Alliance Explained: Wealth Study Results (2026)
EY and Aaru formed an alliance in September 2026 after Aaru recreated EY's 3,600-investor wealth study in a day. Results, how Aaru works, what to check.
2026-05-19
How Agencies Triage RFPs with Synthetic Panels
Stop building $50k pitches for RFPs you cannot win. Synthetic-panel triage tells you which RFPs to pursue, decline, or partner on, before the kickoff.
2026-05-19
AI Focus Groups: What They Are, How They Work and Their Limits
AI focus groups are either synthetic groups of simulated participants or AI-moderated sessions with real people. How each works, when to use it, and its limits.
2026-05-19
AI Product Validation with Synthetic Customers 2026
AI product validation with synthetic customers: validate features, positioning, and pricing before launch. Workflow, methodology, and accuracy benchmarks.
2026-05-19
AI Purchase Intent Detection: Models, Signals, and Validation
Learn how AI purchase intent detection works across behavioral signals, predictive scoring, calibration, and where synthetic personas support early research.
2026-05-19
Client Insight Panels Explained for Agencies
What a Client Insight Panel is, how it differs from a Customer Panel, and how agencies and consultants use it to win pitches and accelerate delivery.
2026-05-19
Synthetic Panelist Provider for Expert and Technical Research
How Minds acts as a synthetic panelist provider for expert research, and how teams use synthetic specialists to pressure-test technical work.
2026-05-19
Test a Product Name with AI Panels (2026 Guide)
Naming agencies cost $30k and take 8 weeks. Test 10 product name candidates with synthetic panels in 60 minutes and pick the winner before lunch.
2026-05-19
How Minds Validates 80 to 95 Percent Accuracy
The validation framework behind Minds 80 to 95 percent accuracy claim. Test-retest reliability, item-level correlation, ANES benchmarks, and published research.
2026-05-19
Silicon Sampling: Method, Evidence, and Limits
A practical guide to silicon sampling: how LLM-generated survey responses are created, what peer-reviewed studies found, and how to validate them.
2026-05-19
Synthetic Personas vs Traditional Buyer Personas: Strategic Decision Guide
Compare synthetic personas and traditional buyer personas across source data, validation methods, governance, and organizational decision workflows.
2026-05-19
Test Landing Page Hero Copy with AI Panels (2026)
Pre-test landing page hero copy with synthetic panels in 30 minutes and ship the winner with directional confidence.
2026-05-19
What Are AI Minds? A 2026 Practitioner Explainer
AI minds are persistent, queryable replicas of customer or buyer perspectives, built on grounded backstories and LLM reasoning. The 2026 explainer.
2026-05-16
Synthetic Consumers: What They Are, Uses and Limits (2026)
Synthetic consumers are AI agents built on buyer profiles that react to concepts and messages. How they differ from personas, where they fail, how to test.
2026-05-16
How Synthetic Survey Panels and AI Respondents Work
Looking for a Verve Intelligent Personas alternative? See how Minds builds AI-simulated survey respondents, how accurate they are, and where their limits lie.
2026-05-16
What Is a Silicon Sample? Definition, Origin, and Validation
A silicon sample is an AI-generated group of simulated respondents. Learn the academic origin, conditioning methods, limits, and validation steps.
2026-05-16
What Is AI-Driven Market Research? A 2026 Definition
AI-driven market research uses AI personas, synthetic respondents, and LLM analysis to deliver insights in minutes. Here's the definition and where it fits.
2026-05-16
What Is Simulated Market Research? A 2026 Explainer
Simulated market research uses AI personas to simulate consumer or B2B responses to research stimuli. Here's the definition, the workflow, and where it fits.
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