Numerator vs User Intuition: Which Shopper Insights Platform Should You Choose?
Numerator vs User Intuition reflects purchase data versus shopper psychology. Numerator tracks what households buy using a 1M+ omnipanel for market share and promotional lift analysis. User Intuition conducts AI-moderated interviews to reveal why shoppers make shelf decisions. Numerator is best for quantifying purchase behavior; User Intuition is best for explaining it.
Feature Comparison
| Dimension | User Intuition | Numerator |
|---|---|---|
| Research method | AI interviews 30+ min deep conversations | Receipt-based purchase panel tracking |
| Primary research | Yes Conducts interviews end-to-end | Tracks purchase behavior — not qualitative interviews |
| Participant satisfaction | 98% satisfaction 98% participant satisfaction across AI-moderated interviews | No publicly documented participant satisfaction benchmark |
| Participant recruitment | 4M+ panel Your customers + vetted panel | 1M+ proprietary household omnipanel |
| Conversation depth | 5-7 levels Laddering methodology | Short survey pulse overlays on panel |
| Intelligence Hub | Compounding Ontology-based insights | Subscription dashboards and analytics |
| Time to insights | 48-72 hrs Real-time from launch | Continuous dashboard from ongoing panel |
| Evidence trails | Automatic Traced to verbatim quotes | Verified purchase records and metrics |
| Pricing | From $200 Per-study, no monthly fees | $50K-$500K+/year enterprise contracts |
| Languages | 50+ Global participant access | Primarily US-focused panel |
| Free trial | 3 free AI-moderated interviews | No free trial — enterprise sales process |
| G2 rating | ★★★★★ (5/5) | ★★★★½ (4.6/5) |
| Capterra rating | ★★★★★ (5/5) | — |
How do Numerator and User Intuition compare on shopper research?
Numerator tracks what 1M+ households buy using verified transaction records — market share, purchase frequency, household penetration. User Intuition explains why shoppers make shelf decisions through 30+ minute AI-moderated interviews with 5-7 level laddering. One quantifies behavior; the other qualifies motivation.
Numerator was built to answer market share questions at scale. If you need to know that Brand Y holds 34% at mass retail versus 28% at club, that purchase frequency declined 12% after a price increase, or that 18% of Brand Y buyers also buy Brand Z within 30 days — Numerator's omnipanel is extraordinarily powerful. The data comes from actual purchase records, not recall surveys.
But Numerator cannot tell you what happened in the shopper's mind at shelf. It cannot explain why the household switched, what emotional story drove trial of a new brand, or when a loyalty program stopped feeling worth the friction. It records the transaction; it cannot record the decision.
User Intuition was built for that gap. Through 5-7 level laddering: 'I chose Brand X' → 'It doesn't stress me out' → 'I see myself as someone who doesn't need to overthink household decisions.' That identity-level depth is invisible in purchase data. Teams using both get the complete picture: Numerator shows where the category is moving, User Intuition explains why.
- Numerator: 1M+ household omnipanel — what was bought, where, how often, verified transactions
- User Intuition: AI-moderated conversations with 5-7 level laddering — why shoppers make shelf decisions
- Key gap: Numerator records the transaction; it cannot record the decision process
Numerator quantifies shopper behavior; User Intuition explains the motivations behind it. They address different questions and are stronger together.
Does Numerator's panel data tell you why shoppers choose products?
No. Numerator tracks what households buy using real purchase records. It does not capture the reasoning, emotions, or shelf-moment decision factors driving those purchases. Numerator's survey overlays capture stated preferences — not the deep motivations that User Intuition's laddering surfaces.
Numerator does offer survey capabilities layered onto its panel. These capture basic stated preferences and attitudes. But stated-preference surveys are not qualitative depth. A survey asking 'Why did you buy Brand X?' captures an instant rationalization. It doesn't uncover values, emotional triggers, or identity motivations driving the actual decision.
When Numerator data shows Brand X losing penetration among 25-34 year-old suburban household heads, the dashboard tells you the magnitude. It cannot tell you whether the loss is driven by dated packaging, a competitor capturing an aspirational identity, pricing psychology, or poor shelf placement. Each cause requires a completely different response.
User Intuition's laddering moves from 'I bought Brand Z' through 'It feels like better value' to 'I don't want to feel like I'm cutting corners on things I buy for my family.' That identity level is invisible in purchase data and nearly impossible to surface through traditional surveys. It requires extended, adaptive conversation.
- Numerator surveys: Stated preferences — instant rationalizations, not deep motivations
- User Intuition laddering: From 'I bought Brand Z' to 'I don't want to cut corners for my family'
- Key limitation: Purchase data shows penetration dropped 12% — not whether it was packaging, pricing, or identity
Numerator's panel reveals behaviors at scale but cannot explain drivers. Understanding why shoppers choose requires the extended, adaptive interviewing User Intuition provides.
How does pricing compare between Numerator and User Intuition?
Numerator requires enterprise annual contracts of $50K-$500K+. User Intuition starts from $200 per study with no monthly fees. Five shopper motivation studies per year cost less than one month of Numerator's entry-level contract.
Numerator sells access to a proprietary data asset — a 1M+ household omnipanel requiring enterprise-level investment to maintain. Contracts start around $50K/year, scaling to $500K+ for broad access. This works for large CPG companies with multi-million dollar research budgets. For mid-sized brands, D2C companies, agencies, and anyone without six-figure data contracts, Numerator is effectively inaccessible.
User Intuition starts at $200 per study. A typical 20-interview study costs a few hundred dollars. Larger studies with 200-300 conversations run in the low-to-mid thousands. No monthly fees, no annual commitments. Any brand — startup to Fortune 500 — can access it immediately without procurement cycles.
Most brands access Numerator through retail partners' data sharing or large agency engagements rather than direct subscription. User Intuition's pricing means any brand can access rigorous shopper research independently.
- Numerator: $50K-$500K+/year enterprise subscription
- User Intuition: From $200/study, no monthly fees or annual commitments
- Access gap: Numerator is inaccessible to mid-market brands; User Intuition removes all barriers
Numerator requires enterprise commitment. User Intuition starts from $200 per study. For mid-market brands and agencies, User Intuition removes barriers that Numerator's model cannot.
Which platform is better for understanding shelf decisions?
User Intuition is purpose-built for shelf decision psychology. The 5-7 level laddering methodology surfaces the attention, recall, emotional associations, and value trade-offs that determine which product a shopper reaches for — insights invisible in transaction records.
The shelf decision involves attention, recall, emotional associations, identity signaling, perceived value trade-offs, and competitive framing in three seconds. None of this appears in a purchase record.
User Intuition's laddering mirrors actual decision structure: start with behavior, probe immediate reasoning, probe underlying benefit, probe emotional state, probe identity implication. By level five, you've surfaced the actual driver no packaging test or dashboard could reach. For shopper marketing and category management teams, this answers the questions before a shelf reset, packaging redesign, or promotional campaign.
Numerator answers the downstream question: after all decisions happened, what was the aggregate outcome? It tells you category share declined 3 points, disproportionately from households with children under 12. It cannot tell you what those households were thinking when they reached past your product for the competitor. User Intuition can.
- User Intuition: Surfaces attention, recall, emotions, identity signaling driving the shelf moment
- Numerator: Measures aggregate outcomes after shelf decisions have been made
- Best workflow: Numerator identifies where behavioral shifts happen; User Intuition explains the motivation
User Intuition is the right platform for understanding shelf decision psychology. Numerator is right for measuring outcomes at scale. Brands that need to influence behavior, not just track it, need User Intuition's qualitative depth.
How fast can you get insights, and can you use both together?
User Intuition delivers qualitative insights in 48-72 hours from a study that launches in 5 minutes. Numerator provides continuous dashboard access for existing subscribers. Together, Numerator identifies behavioral patterns and User Intuition explains the motivations driving them.
User Intuition is project-based and fast. Launch within minutes, 20 conversations in hours, 200-300 in 48-72 hours. Results stream in real time. A brand team needing shopper insights before a quarterly review runs a complete study Monday through Wednesday.
Numerator operates as a continuous data subscription. Once subscribed, querying existing panel data is fast. Getting to that point requires weeks of sales cycles, contracting, and setup.
The complementary workflow: Numerator identifies that your brand lost 2.4 share points, concentrated among millennial female buyers at drug and mass channels. Same week, you launch a User Intuition study — 20-30 interviews with millennial women matching the purchase profile. Laddering surfaces what they compare at shelf, what they value, how they feel about your brand versus competitors. By week's end, you have both the Numerator diagnosis and the User Intuition explanation — everything needed to design a response.
- User Intuition: 5-minute setup, 48-72 hour results — project-based and fast
- Numerator: Continuous dashboard for subscribers — requires enterprise procurement first
- Together: Numerator maps the what; User Intuition explains the why — complete in under a week
User Intuition delivers insights in days. Numerator provides continuous access for enterprise subscribers. Together they close the most important gap in shopper insights: the space between behavioral data and human motivation.
How do they compare on intelligence persistence and mid-market accessibility?
User Intuition builds a searchable, compounding Intelligence Hub — permanent institutional memory. Numerator provides dashboard access while your subscription is active. User Intuition is accessible to any brand from $200; Numerator requires enterprise budgets.
Numerator's value is subscription-based: dashboard access while your contract is active. When it lapses, access typically ends. Insights extracted during the contract may live in exported reports but don't exist in a structured, searchable system connecting findings across time.
User Intuition's Intelligence Hub stores, indexes, and cross-references every conversation permanently. Ontology-based extraction structures insights into themes and connections that grow richer with each study. Search 'switching triggers for millennial shoppers' and the Hub surfaces findings from every past study. A new product manager joining the team accesses years of accumulated shopper psychology without re-running studies.
On accessibility: Numerator's $50K-$500K+ annual contracts are inaccessible to most brands outside the enterprise tier. User Intuition's $200 starting point, 5-minute setup, and CRM/Zapier/MCP integrations remove every barrier. Any brand — from startup to Fortune 500 — can access rigorous shopper research immediately.
- User Intuition: Permanent compounding Intelligence Hub; accessible from $200 to any brand
- Numerator: Dashboard access during subscription; enterprise pricing ($50K-$500K+/year)
- Persistence: User Intuition insights appreciate indefinitely; Numerator access ends with subscription
User Intuition creates permanent, compounding shopper intelligence accessible to any brand. Numerator delivers value during active subscription for enterprise clients. For long-term understanding and mid-market accessibility, User Intuition's architecture is decisive.
Pricing Comparison
User Intuition
Per-study pricing
From $200/study
- No monthly fees or subscriptions
- Includes participant recruitment from 4M+ panel
- Full analysis + intelligence hub access
- 3 free interviews to start
Numerator
Enterprise annual contract
$50,000-$500,000+/year
- Access to 1M+ household omnipanel data
- Includes Numerator Insights and Promotion Intelligence
- Requires enterprise procurement and integration
- Primarily US-focused coverage
Which Platform Is Right for You?
Choose Numerator if:
- You need to track purchase behavior across 1M+ households using verified transaction data
- Your primary question is market share: 'How much of category X does Brand Y own across retailers?'
- You need promotional lift analysis across mass, drug, club, grocery, and other retail channels
- You want to track brand switching using actual purchase records — not self-reported survey data
- You have enterprise budget ($50K-$500K+/year) for ongoing panel data subscription access
- You are a large CPG or retail organization with a dedicated category management or insights team
- You need continuous competitive intelligence dashboards that update from live purchase data
- Your research requires household penetration rates, purchase frequency, or basket composition metrics
- You need cross-retailer visibility into how your brand performs relative to competitive set
Choose User Intuition if:
- You need to understand WHY shoppers choose Brand X over Brand Y at the shelf — not just that they did
- You want the emotional and functional drivers behind shelf decisions: the motivation, not the metric
- Your research question is 'What almost stopped them from buying?' or 'What would make them switch back?'
- You need results in 48-72 hours from a study that costs $200-$5K — not a six-figure annual contract
- You are a mid-market brand, D2C company, or agency that cannot access enterprise panel data contracts
- Your team needs actionable shopper psychology: what to say in messaging, what to change in packaging, what your brand stands for in the shopper's mind
- You want to run research starting from your own customer base — not just a third-party panel
- You need motivation and emotion data that purchase records structurally cannot provide
- You want a searchable intelligence hub where shopper insight compounds across multiple studies over time
- You want to complement Numerator's behavioral data with qualitative explanation — closing the gap between what happened and why
Switching from Numerator
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"Traditional research told us clients trusted our investment strategy. User Intuition interviews uncovered that the real barrier was emotional — clients didn't trust us with their family's financial legacy. That insight transformed our entire client onboarding approach."
Joel M., CEO, Abacus Wealth Partners
Key Takeaways
- 1What each platform measures
Numerator measures purchase behavior — what households buy, how often, where, and in what quantities — using a 1M+ household omnipanel of verified transaction records. User Intuition measures purchase motivation — why shoppers make the decisions they do — using 30+ minute AI-moderated qualitative interviews with 5-7 level laddering.
- 2The core question each answers
Numerator answers: 'What is our brand's market share, purchase frequency, and household penetration relative to competitors?' User Intuition answers: 'Why do shoppers choose our brand or our competitors, and what would change their decision at the shelf?'
- 3Why purchase data cannot explain the shelf decision
A transaction record captures the outcome of a shelf decision, not the decision process. The emotional associations, identity signals, competitive framing, and value trade-offs that determine which product a shopper reaches for are invisible in panel data. User Intuition's laddering methodology is specifically designed to surface those motivational drivers.
- 4Pricing
Numerator requires enterprise annual contracts typically ranging from $50K to $500K+, accessible primarily to large CPG and retail organizations. User Intuition starts from $200 per study with no monthly fees — accessible to any brand team from day one.
- 5Speed to insight
User Intuition delivers qualitative shopper insights in 48-72 hours from a study that launches in as little as 5 minutes. Numerator provides continuous dashboard access for brands with existing enterprise subscriptions — getting to that point requires weeks of procurement and contracting.
- 6Accessibility for mid-market brands
Numerator is largely inaccessible to mid-market brands without significant annual budgets or retail partner data-sharing arrangements. User Intuition is designed to be accessible to any brand team, with no minimum commitment and transparent per-study pricing.
- 7Recruitment model
Numerator draws from its proprietary 1M+ household omnipanel built on receipt scanning and linked loyalty data. User Intuition offers flexible recruitment: your own customers from your CRM, a 4M+ vetted B2C and B2B panel, or both in the same study.
- 8Knowledge persistence
User Intuition builds a searchable, queryable intelligence hub where every conversation compounds into institutional memory — insights from past studies inform future ones. Numerator delivers subscription dashboard access to panel analytics while your contract is active.
- 9Complementarity
Numerator and User Intuition address different layers of the same research question — one reveals the behavioral pattern in purchase data, the other explains the human motivation behind it. Brands that use both get the diagnosis and the explanation in the same research cycle.
- 10Compliance
User Intuition is ISO 27001, GDPR, and HIPAA compliant with SOC 2 Type II in progress. Numerator operates under enterprise data governance standards appropriate for large CPG and retail clients.
- 11Methodology
Numerator is quantitative: purchase panel, receipt scanning, survey pulse overlays. User Intuition is qualitative: 30+ minute adaptive conversations using a McKinsey-refined 5-7 level laddering methodology to surface motivation, emotion, and identity drivers.
- 12Ideal use case
Numerator excels for continuous competitive category tracking, market share monitoring, promotional lift analysis, and brand switching measurement at enterprise scale. User Intuition excels for shelf decision psychology, packaging and messaging validation, churn motivation research, and any question that requires understanding the human story behind the data.
Frequently asked questions
Numerator is a data and analytics company that tracks consumer purchase behavior across retail channels using a proprietary omnipanel of 1M+ households. Numerator's key products include Numerator Insights (competitive intelligence and category tracking), Numerator Promotion Intelligence (promotional lift analysis), and Omnipanel (the underlying household purchase data). It also offers survey capabilities layered onto its panel for quick quantitative pulse research.
The Numerator panel — often called the Numerator omnipanel — is a 1M+ household consumer panel that shares purchase data with Numerator through receipt scanning apps and linked loyalty program accounts. Unlike traditional survey panels where respondents self-report behavior, Numerator panelists provide actual transaction records. This means the purchase data is verified rather than recalled — a significant validity advantage for market share and behavioral research.
No. Numerator does offer survey capabilities that can be deployed to its panelists, but these are short-format quantitative and stated-preference surveys, not 30+ minute qualitative interviews with adaptive questioning and motivational depth. They are efficient for capturing stated intentions at scale. They cannot replicate the depth of a 30+ minute laddering interview that surfaces unconscious motivations, emotional drivers, identity implications, and competitive framing.
Numerator is a purchase behavior data company. Its omnipanel tracks what 1M+ households buy, where, when, and how often — using verified transaction records from receipt scanning and loyalty data. It is quantitative, continuous, and subscription-based at enterprise price points ($50K-$500K+/year). It conducts 30+ minute interviews using a 5-7 level laddering methodology to surface why shoppers make the decisions that Numerator measures.
Numerator operates on enterprise annual subscription contracts. This pricing model reflects Numerator's position as a data asset company — the cost includes access to a proprietary 1M+ household purchase panel built over years of data collection investment. Numerator is not typically accessible to mid-market brands, startups, or organizations without significant research budget allocations.
No — and User Intuition does not attempt to. Numerator and User Intuition measure different things and answer different questions. User Intuition cannot replicate that because it does not collect transaction data. For brands with access to Numerator, User Intuition is a complement that closes the explanation gap.
User Intuition. Purchase behavior data — including Numerator's omnipanel — records what happened after a decision was made. User Intuition's 5-7 level laddering methodology is specifically designed to surface those motivational drivers through adaptive, extended conversation. No survey, transaction database, or panel data system reaches that level. Qualitative conversation — long, adaptive, skilled, and systematically structured — is the only research methodology that can.
Yes — and for rigorous shopper insights work, using both together is one of the most powerful research approaches available. Numerator tells you what is happening in your category at scale. User Intuition explains why. A common workflow: Numerator identifies that your brand is losing penetration among a specific demographic in specific retail channels. The Numerator finding defines the research question; the User Intuition study answers it.
In practice, Numerator is largely inaccessible to mid-market brands without enterprise research budgets. Annual contracts starting around $50,000 and scaling to $500,000+ require budget allocations that most mid-market consumer brands, D2C companies, and regional retailers cannot justify for a single data vendor. User Intuition, by contrast, is designed for accessibility regardless of brand size. Studies start at $200 with no monthly fees or annual commitments.
Numerator's omnipanel is primarily US-focused, with limited international coverage. User Intuition supports 50+ languages across a 4M+ global panel covering North America, Latin America, and Europe. For brands needing shopper motivation research across multiple markets or non-English-speaking segments, User Intuition provides broader geographic and linguistic reach without requiring separate panel contracts.
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