Reach3 vs User Intuition: Research Speed and Cost
Choose Reach3 Insights, a full-service research consultancy, when you want an external team to design, field and interpret the program, including mobile communities. Choose User Intuition when your team owns the strategy and wants to run its own methodology at scale. The AI moderator conducts 20–30 minute voice, video or chat interviews that ladder 5–7 levels deep, keeping required questions pinned and study rules enforced. Shopper studies can draw on a 4M+ vetted panel that completes 200+ interviews in 24 hours, with each finding linked to its quote and recording. Self-serve studies start at $150, billed only for interviews that pass quality checks.
Feature Comparison
| Dimension | User Intuition | Reach3 |
|---|---|---|
| Research focus | Self-serve AI interviews for a specific decision | Full-service conversational research and consulting |
| Self-serve setup | About 5 minutes; no mandatory sales call | Begin with an engagement discussion |
| Interview depth | 5–7 levels Adaptive laddering | Mobile conversational methods, video and AI probing |
| Time to findings | Panel: 24 hours 200+ panel interviews in 24 hours | Project timing follows the brief and engagement; communities support rapid feedback |
| Scale | Concurrent interviews; no platform-imposed hourly cap | Research projects and ongoing community programs |
| Pricing model | No subscription $30 per quality voice interview | Custom research engagement pricing |
| Participant recruitment | BYOP or 4M+ vetted panel; 80+ interview languages | Audience access scoped to the research program |
| Quality billing | Pay for quality Automatic Length, Depth and Coverage checks; failed interviews not charged | Billing terms set in the engagement proposal |
| Evidence review | Learning-goal assessment and prioritized follow-up recommendations | Researcher-led interpretation and recommendations |
| AI workflow | Agents can help prepare and operate studies with approved spend | AI-assisted methods within an expert-led research program |
| Best fit | Teams that want direct control over repeatable depth studies | Teams seeking an external research and consulting partner |
Should I hire Reach3 Insights or run studies myself with User Intuition?
Reach3 fits teams seeking a research partner to design and deliver a conversational insight program. User Intuition fits teams that want to launch and repeat depth interviews directly, keeping control of the brief, budget and next research step. User Intuition handles moderation and analysis so an agency can retain the client strategy role without staffing every interview.
Reach3’s consulting approach combines mobile conversations with expert research support. Its community model can suit a brand that wants recurring, in-the-moment input and a partner to shape the program.
User Intuition’s shopper research works well for a focused decision: why a shopper substituted a product, rejected a pack or chose a different store. Research teams and agencies can run that question themselves, examine the evidence and commission a targeted follow-up as the decision develops. The practical choice is how much of the research program you want to delegate.
How deeply can each approach explain a shopper’s decision?
User Intuition conducts adaptive interviews with 5–7 levels of laddering, following a shopper’s answer through the experience, its consequences and the priorities behind it. Reach3 uses conversational methods with text, video and AI probing. User Intuition makes full depth interviews available directly, so your team can investigate a specific buying decision without arranging a managed engagement.
Reach3 and Rival’s research on conversational methods reports richer responses when conversational design and AI probing are used. The meaningful distinction is the interview workflow and access model, rather than the presence of follow-up questions alone.
User Intuition’s laddering approach is informed by Reynolds and Gutman’s laddering method, which connects product attributes to consequences and personal values. A shopper’s preference for a familiar brand might reflect a previous disappointment, fear of wasting a family meal or a need to avoid negotiation at home. User Intuition explores that chain so a team can decide whether to change the product, the message or the reassurance on the pack.
How quickly can I get findings, and how many interviews can I run?
User Intuition provides five-minute self-serve setup and fields 200+ panel interviews in 24 hours. Interviews run concurrently with no platform-imposed hourly cap. Reach3 delivers scoped consulting engagements and ongoing programs; its community response metrics describe participation speed rather than the complete path from a new brief to findings.
User Intuition removes the need to coordinate a moderator’s calendar for each shopper conversation. Bring your own audience or use the 4M+ vetted panel, define the relevant purchase experience and review findings as interviews finish. Interviews in 80+ languages support research across markets.
Audience availability and response affect turnaround. A broad grocery brief and a rare purchase occasion have different recruiting requirements. Reach3’s published completion and response metrics report 87% completion rates and say 40% of participants complete their surveys within an hour; those figures measure participation, not the time from a new brief to findings. User Intuition’s direct setup gives the researcher control over when a new study begins.
Do I need a subscription, and how much does a shopper study cost?
No. User Intuition offers pay-as-you-go research without a required subscription. Five quality voice interviews cost $150 using your own participants or $300 with standard panel recruitment. Reach3 scopes research through a consulting engagement, with pricing determined by the project or program rather than a published per-interview rate.
User Intuition charges $30 per quality voice interview for the platform. BYOP incentives are separate; specialist audiences need a recruiting quote. This lets research teams and agencies assign a clear shopper study cost to a client question or category decision, then fund another wave when the evidence warrants it.
Reach3’s engagement process starts with discussing the research need. Its proposal sets the services, audience and deliverables. For a managed program, the relevant value includes research expertise and delivery support. User Intuition is useful when your team owns the strategy and wants to purchase the interview workflow directly.
Will I pay for incomplete or low-quality interviews?
No. User Intuition automatically checks Length, Depth and Coverage before billing. Interviews that fail these checks are not charged, and no refund request is needed. Research teams and agencies pay for substantive conversations that address the brief, with checks on the answers themselves as well as screening for the right participants.
For shopper research, screened eligibility is only the start. A useful interview needs an account of the trip, the alternatives and the trade-offs that shaped the purchase. User Intuition’s checks assess whether that conversation has enough substance and covers the research brief.
This reduces the work of requesting credits for unusable interviews and makes a small study budget easier to manage. Reach3’s commercial terms are set in the engagement proposal. User Intuition’s published rule is automatic: interviews that fail Length, Depth or Coverage checks do not incur the platform charge.
Can I see what supports a finding and what still needs research?
User Intuition’s evidence review assesses how well the interviews answer each learning goal, then prioritizes unresolved questions that could change the decision. It examines the relevance, detail and variation of shopper accounts, including exceptions and competing explanations. Your team can see which recommendations have support and where more analysis or targeted research would be useful.
User Intuition’s evidence review is informed by Malterud et al.’s information power framework and Hennink et al.’s meaning-saturation research. These approaches connect sample adequacy to relevant information and distinguish identifying a theme from understanding it in depth. For shopper decisions, User Intuition applies these principles to check whether a proposed explanation holds across purchase occasions and household needs. Existing interviews can support deeper analysis; missing experiences can become a targeted follow-up brief. The next study is prioritized by what could change the commercial decision.
For example, we interviewed 43 Walmart shoppers to understand purchase decisions, trip friction and return intent. Thirty-six said they would shop at Walmart again. User Intuition recommends recontacting shoppers after their next comparable trip and comparing those who returned with those who chose another store. The follow-up tests which experiences turn stated intent into a store choice. Explore the Walmart study, two recommended follow-ups and sample presentation.
Can AI agents help me run a shopper research program?
Yes. An AI assistant can use User Intuition to find earlier shopper studies, draft a new brief, estimate recruiting costs and retrieve findings with supporting quotes. Your team reviews the plan and approves spending before launch. This gives research teams and agencies an operating workflow for repeated studies alongside the expert-led engagement model offered by Reach3.
For example, ask an assistant to examine what existing interviews say about a packaging change. It can identify unanswered questions, prepare a study for shoppers with the relevant category experience and estimate the cost before your team commits the budget.
User Intuition’s agentic research workflow then makes the resulting evidence available to the same assistant. A strategist can ask which participant experiences support the recommendation, compare purchase occasions and prepare the next client discussion. Human approval stays with the team that owns the research decision.
How can synthetic participants help plan a shopper study?
User Intuition’s synthetic participants help researchers explore shopper hypotheses before shaping the next interview brief, using models grounded in real, opted-in respondents. User Intuition extracts each person’s traits, habits and behaviors, then repeatedly compares their synthetic responses with their real answers to calibrate the model. This preserves differences that generic LLM feedback can flatten.
User Intuition’s models can help explore how shoppers with different routines interpret a proposed pack, offer or shopping occasion. Those individual habits help a researcher identify which trade-offs to probe, such as convenience during a rushed trip versus value during a planned stock-up. User Intuition’s synthetic participants help your team refine hypotheses and choose the questions to investigate next.
This design is informed by Park et al. (2024). Their simulations of 1,052 people reproduced General Social Survey answers 85% as accurately as those people reproduced their own answers two weeks later. The study informs User Intuition’s emphasis on individual grounding and repeated calibration. For an agency, the useful output is a sharper set of hypotheses and follow-up questions tied to the people and occasions the client needs to understand.
Pricing Comparison
| Dimension | User Intuition | Reach3 |
|---|---|---|
| Starting price | From $150/study — 5 quality voice interviews · your own participants | Custom quote — Expert-led research projects and ongoing programs |
| Model | Per-study pricing | Scoped research engagement |
| Commitment | No subscription required | Terms and scope set in the engagement proposal |
| Usage | $30 per quality voice interview | Research design, methods and deliverables scoped to the brief |
| Recruitment | $30 per standard panel participant | Audience access and recruiting scoped within the proposal |
Why researchers choose User Intuition
User Intuition is an AI-moderated interview platform that gives research teams and agencies the depth of a senior researcher at the scale of a survey, with vetted respondents, your own methodology and evidence you can trace to the verbatim. Quality is built in: a person vets every panelist by hand, every session is screened for fraud, and you pay only for interviews that pass.
Senior-researcher depth
The moderator ladders 5–7 levels deep by default, using Reynolds and Gutman's laddering method, so you hear the reasons behind the reasons.
Your methodology, run as written
Bring your discussion guide and frameworks. Required questions stay pinned in order, word for word if you need it, study rules keep the moderator inside your compliance lines, screeners and hard quotas fill every cell to plan, and you decide how far it probes.
Every finding traces to its source
Click any theme through to the verbatim, the transcript and the recording. Every claim in the deliverable traces to what a participant said.
Respondents you can stand behind
A 4M+ vetted panel across 58 countries: our team reviews a video identity interview with every panelist, every voice interview is screened for AI-generated or coached answers, and panelists are tracked across studies. Or bring your own customers, panel provider or survey respondents. Either way, you can watch any interview live.
Deliverables ready to present
Themes, verbatims and an editable presentation for every study, plus every transcript, recording and screener answer to export into your own tools. Put your own brand on them when you need to.
Survey scale, quality-only billing
200+ panel interviews in 24 hours, with no cap on parallel conversations. Each one is scored on length, depth and coverage, and you pay only for those that pass.
- Isolated workspaces
- Confidential stimulus
- Never used to train AI models
- GDPR & CCPA compliant
- SOC 2 Type II examination underway
- Security →
Which Platform Is Right for You?
Choose Reach3 if:
- You want an external research team to shape and deliver the program
- You need ongoing mobile communities and in-the-moment research
- You value a consulting partner’s interpretation and strategic support
Choose User Intuition if:
- You want to launch and repeat shopper interviews directly
- Your team owns the strategy and wants evidence-led follow-up studies
- You want findings delivered as an editable presentation, with every theme traced to the verbatim.
- You need clear per-interview costs and automatic quality billing
Start with the question your team needs to answer
Set the decision
Define the decision, the evidence you already have and the question the study must answer.
Choose the audience
Bring your own participants or use the 4M+ vetted panel. Select people with the experiences relevant to the brief.
Review and launch
Use five-minute self-serve setup, review the plan and approve the study budget.
Act on the evidence
Review findings and source quotes, assess unresolved questions and choose a targeted next research step.
What researchers say
"We delivered a significantly better client deliverable in half the usual time. We can now take on more work, and our team is more than three times as productive based on the number of studies we can run at once."
"Broad U.S. grocery study asked for forty and filled in a few hours. I was skeptical an AI would dig past "I like it." It did. Project pricing also meant I didn't need an annual platform fight just to pilot."
Key Takeaways
- 1Research fit
Reach3 provides a managed conversational research engagement. User Intuition gives researchers direct access to the interview and evidence-review workflow.
- 2Depth and evidence
User Intuition’s laddering explores purchase trade-offs; evidence review identifies missing experiences that could change the recommendation.
- 3Cost and quality
User Intuition starts at $150 for five quality voice interviews with your own participants. No subscription is required, and interviews that fail automatic quality checks are not charged.
Frequently asked questions
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