Conveo vs User Intuition: AI Research Comparison
Conveo is a Belgian YC-backed AI video interview platform built around multimodal signal analysis — extracting voice, video, tone, facial expressions, and emotional nuance from async interviews — with eight integrated panel partners (Respondent, User Interviews, Norstat, Bilendi, Sago, Rakuten, Forsta, Rally). It is sold dual-tier: pay-as-you-go for agencies and project work, plus an Enterprise plan from approximately $45,000/year on a credit-based model. User Intuition is a self-serve native-AI qualitative research platform with adaptive 5-7 level laddering on every audio interview, ontology-based extraction, a 4M+ vetted panel across 50+ languages, and 5/5 ratings on G2 and Capterra, from $200/study at $20 per audio interview on the Pro plan. Use Conveo when the research deliverable depends on multimodal video signal extraction across multiple panel partners. Use User Intuition when the research deliverable is motivational depth from systematic adaptive laddering with a Customer Intelligence Hub that compounds across studies.
Feature Comparison
| Dimension | User Intuition | Conveo | Winner | Why it matters |
|---|---|---|---|---|
| Research method | AI interviews 30+ min deep conversations | AI-moderated conversational surveys (15-60 min) | Depends | Conversation length caps how deep probing can go. Matters when motivational layers below stated preference drive the strategic decision. |
| Primary research | Yes Conducts interviews end-to-end | Yes — AI-moderated interviews with structured dialogue | Tie | Both run primary research; the methodology tradition differs. Matters when output depends on adaptive probing vs structured comparability. |
| Participant satisfaction | 98% satisfaction 98% participant satisfaction across AI-moderated interviews | 93% reported participant satisfaction | User Intuition | Narrow gap, real signal on engagement quality. Matters when participant experience affects completion rates and panel reuse over time. |
| Participant recruitment | 4M+ panel Your customers + vetted panel | eight integrated panel partners (including Respondent's 3M+ panel) network | Depends | Own panel + BYO-customer vs integrated partner network changes sourcing economics. Matters for niche audiences where coverage breadth wins. |
| Conversation depth | 5-7 levels Laddering methodology | Structured question routing with theme extraction | User Intuition | Laddering reaches identity drivers; structured routing reaches stated preferences. Matters for brand strategy, not feature prioritization. |
| Multimodal video signal extraction | Audio-first depth Audio-first laddering; complementary video modality for stimulus-reaction studies | Multimodal extraction across voice + video + tone + facial + emotional nuance + objects | Conveo | Facial and tonal signal matter when stated reaction diverges from real reaction. Matters most for concept testing and creative validation. |
| Intelligence Hub | Compounding Ontology-based insights | Study-specific exports to Slack, PDF, and PowerPoint | User Intuition | Queryable knowledge graph vs static deliverables. Matters when teams want past findings to inform new study design automatically. |
| Time to insights | 24-48 hrs Real-time from launch | Rapid setup with quick AI-generated theme analysis | User Intuition | Real-time streaming vs batch-style theme analysis. Matters when teams need to act on early signals before fielding completes. |
| Evidence trails | Automatic Traced to verbatim quotes | Transcripts with sentiment scoring and theme tags | Tie | Both provide defensible evidence. Matters which trail format your stakeholders trust most when challenging findings in a readout. |
| Pricing | From $200 Per-study, no monthly fees | Enterprise from ~$45K/year; no free trial | User Intuition | Per-study spend vs $45K annual floor. Matters when research cadence is variable or the team runs fewer than 10 studies a year. |
| Languages | 50+ Global participant access | 50+ languages with global panel coverage | Tie | Comparable coverage. Matters only when a specific market falls inside one platform's local-language panel but not the other's. |
| Free trial | 3 free AI-moderated interviews on signup, no card required | No free trial or free version | User Intuition | Test on a live question before paying anything. Matters when buyers want product validation before scheduling sales calls. |
| G2 rating | ★★★★★ (5/5) | ★★★★★ (5/5) | Tie | — |
| Capterra rating | ★★★★★ (5/5) | — | — | — |
What is the core difference between Conveo and User Intuition?
Conveo is built around multimodal video signal analysis: async AI-moderated video interviews where the platform extracts multimodal video signals (voice + video + tone + facial) to surface themes from the broader signal surface. User Intuition is built around adaptive laddering depth: audio-first AI conversations where systematic 5-7 level laddering moves from concrete behaviors through functional benefits to emotional drivers and identity markers. Different theories of how qualitative depth gets produced — wider signal extraction versus deeper conversation methodology.
Conveo's distinctive architecture is the multimodal analysis engine. Async video interviews are AI-moderated with adaptive follow-up across 50+ languages, then the multimodal layer extracts multimodal video signals (voice + video + tone + facial) as signal sources for theme synthesis. The strength is signal breadth: facial reactions and tonal shifts can reveal what verbal response hides, especially for concept testing and creative validation where stated preference and revealed reaction diverge. ESOMAR-informed structure adds cross-participant comparability for industry-research workflows. Recently raised $5.3M, with eight integrated panel partners (Respondent, User Interviews, Norstat, Bilendi, Sago, Rakuten, Forsta, Rally) plus BYOC recruitment.
User Intuition's distinctive architecture is adaptive 5-7 level laddering as the primary research instrument. The AI runs 30+ minute audio conversations using systematic laddering methodology — concrete behaviors → functional benefits → emotional drivers → identity markers — then ontology-based extraction converts every interview into queryable knowledge in a Customer Intelligence Hub that compounds across studies. The strength is methodological depth: the laddering structure surfaces motivational architecture that single-pass video analysis misses. 98% participant satisfaction, 4M+ vetted panel across 50+ languages, $200/study at $20/audio interview on the Pro plan, and 5/5 ratings on G2 and Capterra.
The architectural choice — multimodal signal breadth versus methodological conversation depth — determines which platform fits each research question. For concept testing and creative validation where facial reaction and tone reveal more than verbal response, Conveo's multimodal extraction is the structural fit. For motivational research, brand strategy, positioning, and churn understanding where the question is why customers behave as they do, User Intuition's adaptive laddering reaches that depth more reliably and at lower cost.
The platforms answer different research questions through different architectural choices. Conveo extracts wider — voice, video, tone, facial, emotional. User Intuition probes deeper — systematic 5-7 level laddering on every conversation. Match the architecture to the research object. For concept testing and prototype validation that needs reactions captured against a live stimulus, User Intuition also offers video customer interviews with screen sharing as a complementary modality alongside the audio-first laddering core.
How do their research methodologies and sourcing compare?
User Intuition applies 5-7 level laddering with ontology-based extraction and offers flexible recruitment (your customers, 4M+ panel, or both). Conveo uses ESOMAR-informed structured methodology with eight panel partners (including Respondent's 3M+ panel) via integration. Different research traditions serving different objectives.
User Intuition's laddering technique moves from concrete behaviors to abstract values and identity markers -- refined through Fortune 500 application. The ontology structures every insight into indexed, queryable knowledge that compounds across studies. This methodology excels at strategic questions: Why do customers choose us? What values drive loyalty? What psychological barriers prevent adoption?
Conveo applies ESOMAR-informed structured dialogue with consistent question routing and standardized protocols for cross-participant comparability. Theme extraction, sentiment scoring, and pattern identification happen rapidly. Export to Slack, PDF, and PPT enables quick sharing. The methodology excels at comparative and trend questions: Which benefits resonate? How does sentiment vary across demographics?
Sourcing differs significantly. User Intuition offers flexible recruitment: your customers via CRM, a 4M+ vetted panel with multi-layer fraud detection, or hybrid studies combining both. Conveo operates through eight integrated panel partners spanning multiple continents. Customer-based research produces contextually relevant insights; panel research enables global benchmarking. User Intuition's hybrid capability is unique in the market.
The methodological difference reflects different traditions. User Intuition draws from qualitative psychology; Conveo from academic research standards. For deep motivation understanding with compounding knowledge, User Intuition is stronger. For reliable structured data across large global samples, Conveo is more appropriate.
- User Intuition: Enterprise-grade qualitative methodology with 5-7 level laddering and ontology-based extraction that compounds over time
- Conveo: ESOMAR-informed academic rigor with AI-moderated structured dialogue and rapid theme extraction
- Key gap: User Intuition builds a durable, queryable knowledge base; Conveo exports findings to Slack, PDF, or PowerPoint
- Best for: User Intuition for deep strategic psychology insights; Conveo for reliable structured data from large global panels
User Intuition employs qualitative methodology with ontology-based extraction and flexible sourcing. Conveo uses ESOMAR-standard structured methodology with eight panel partners (including Respondent's 3M+ panel) via integration. Both are legitimate -- choose based on whether you need compounding customer psychology or reliable academic-grade structured data.
How fast can you get started and get results?
User Intuition delivers real-time results from the moment a study launches -- 5-minute setup, 20 conversations in hours, 200-300 in 24-48 hours. Conveo enables rapid setup through its eight integrated panel partners (including Respondent's 3M+ panel) with quick AI-generated theme analysis. Both compress traditional timelines dramatically.
User Intuition eliminates traditional research wait times. Design and launch in 5 minutes. Results are real-time -- as each participant completes their 30+ minute conversation, insights appear immediately. The 4M+ panel fills 200-300 conversations in 24-48 hours. This enables iterative research: test positioning, validate product direction, and run follow-up studies within weeks rather than months.
Conveo optimizes for rapid setup through its integrated panel partners and parallel AI moderation. Post-study analysis is fast: transcripts are auto-generated, themes extracted rapidly, and export to Slack/PDF/PPT enables quick sharing. For global research across dozens of countries, Conveo's panel infrastructure provides strong speed and reach.
At scale, User Intuition welcomes large-sample studies -- larger studies mean richer ontology, more pattern recognition, and deeper strategic insights that persist in the intelligence hub. Conveo scales via the eight integrated panel partners (including Respondent's 3M+ panel) with concurrent AI moderation. The difference is in what scales: User Intuition scales compounding knowledge; Conveo scales structured data collection.
- User Intuition: 5-minute setup, real-time results from first conversation, 200-300 conversations filled in 24-48 hours via 4M+ panel
- Conveo: Rapid setup through eight integrated panel partners (including Respondent's 3M+ panel) with quick AI-generated theme analysis post-study
- Key gap: User Intuition welcomes large-sample studies with compounding intelligence; Conveo processes large datasets with efficient theme extraction
- Best for: User Intuition for real-time strategic depth at scale; Conveo for rapid structured analysis from global panels
User Intuition delivers real-time results with 200-300 conversations in 24-48 hours. Conveo enables rapid setup with quick AI analysis from eight panel partners (including Respondent's 3M+ panel) via integration. Both dramatically compress traditional timelines.
How do the pricing models compare?
Conveo sells dual-tier per buyer-reported references: PAYG for agencies and project-based work, plus an Enterprise plan from approximately $45,000/year (credit-based, by interview minutes). User Intuition is self-serve from $200/study at $20/audio interview on the Pro plan, with three free interviews on signup, no card required, no annual contract, and no procurement cycle.
User Intuition's pricing is transparent and self-serve. Studies start from $200 at $20 per audio interview on the Pro plan, with no monthly subscriptions, no seat licenses, and no annual commitment. Three free AI-moderated interviews on signup, no card required, let teams validate the platform inside a quarter without procurement. A typical 200-300 conversation study costs in the low-to-mid thousands.
Conveo is sold dual-tier per buyer-reported references. The pay-as-you-go option targets agencies and small enterprises with project-based work; the Enterprise plan starts at approximately $45,000/year, structured around prepaid credits priced by total interview minutes (lower per-minute rates at higher volumes). PAYG and Enterprise both go through a sales conversation rather than self-serve signup. Enterprise targets mid-market to enterprise organizations (200+ employees) with annual contracts; the eight integrated panel partners and multimodal video analysis ship with the platform.
The pricing difference reflects different operating models. User Intuition's variable per-study pricing scales linearly with research cadence; Conveo's Enterprise tier rewards continuous high-cadence usage where the credit pool amortizes well. For 5-30 studies per year of motivational research, User Intuition's all-in spend is structurally lower (1-2% of a $45K Enterprise floor at 5 studies/year). For organizations with established budget for $45K+/yr platform commitments running multimodal video research at high cadence, Conveo's Enterprise tier aligns with that operating context.
User Intuition: variable self-serve from $200/study, no annual commitment. Conveo: dual-tier — PAYG for project work plus Enterprise from approximately $45K/year per buyer-reported references. The pricing fit follows from research cadence and operating model, not from which is cheaper at a single study.
Quick decision: Conveo or User Intuition?
If you need rapid structured data from large global panels with academic rigor, choose Conveo. If you need deep customer psychology that compounds into persistent strategic knowledge, choose User Intuition. Most teams needing actionable customer understanding get more value from User Intuition.
The cleanest way to decide is to ask whether your research needs structured comparability or adaptive depth. Both platforms can run AI-mediated studies, but they are built to produce different kinds of insight and to fit different research traditions.
User Intuition is the better fit when the team needs deeper motivational understanding, flexible sourcing, and a knowledge layer that compounds across studies. It is especially strong when the goal is to explain behavior, uncover hidden drivers, and make customer research accessible without a custom procurement process.
Conveo is the better fit when the team values global panel scale, academic-style rigor, and highly standardized data collection across markets or cohorts. That makes it more attractive for benchmarking, structured comparative work, and organizations that prefer a more formal panel-driven workflow.
Choose Conveo for structured global panel research with academic rigor. Choose User Intuition for deeper customer psychology, simpler economics, and insight that becomes more useful with every study.
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
Conveo
Dual-tier: PAYG (agencies/small) + Enterprise from ~$45K/yr (credit-based, by interview minutes)
PAYG project-based or Enterprise from ~$45K/yr
- Enterprise tier from approximately $45,000/year per buyer-reported references (credit-based, priced by interview minutes)
- Pay-as-you-go tier for agencies and project-based work (no annual commitment)
- Lower per-minute rates at higher Enterprise volumes
- No free trial or free version (PAYG requires sales conversation for activation)
- Targets mid-market to enterprise organizations (200+ employees) for Enterprise tier
Which Platform Is Right for You?
Choose Conveo if:
- Your research deliverable depends on multimodal signal extraction (voice + video + tone + facial expressions + emotional nuance) rather than verbal motivational depth alone
- You want async video as the primary interview format, with AI-moderated follow-up across the recording
- Your global panel needs span unusual geographies served best by Conveo's eight integrated panel partners (Respondent, User Interviews, Norstat, Bilendi, Sago, Rakuten, Forsta, Rally)
- Your organization is ready to commit to an annual Enterprise contract from approximately $45,000/yr (or PAYG for project-based work)
- ESOMAR-informed academic methodology and structured cross-participant comparability are gates for procurement
- Your procurement gate accepts verify-in-demo SOC 2 / ISO 27001 attestation status (User Intuition is mid-audit with engaged external auditors; Conveo's specific certification posture surfaces in scoping rather than published docs)
Choose User Intuition if:
- You need deep understanding of customer motivations, values, and identity drivers
- Your research questions require exploration beyond stated preferences
- Your research deliverable is motivational depth — why customers behave as they do — and adaptive 5-7 level laddering reaches that depth more reliably than multimodal video extraction alone
- You want flexible recruitment: BYOC via CRM (Salesforce, HubSpot), the vetted 4M+ panel, or both in the same study
- Your research cadence is variable (5-30 studies per year) and the per-study self-serve model fits better than a $45K+/yr Enterprise floor with credit-bundle math
- You want a Customer Intelligence Hub that compounds insights across studies into queryable cross-study knowledge
- Your security posture needs ISO 27001-aligned posture today with GDPR and HIPAA alignment, with SOC 2 Type 1 attestation in progress (H2 2026 target)
- You want self-serve evaluation without procurement — three free AI-moderated interviews on signup, no card, before any commitment
- Your research includes non-researchers (PMs, marketers, CS leads) who need to run customer studies independently without enterprise procurement gates
- You want integrations with a modern tech stack (CRMs, Zapier, OpenAI, Claude, Stripe, Shopify)
Switching from Conveo
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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
- 1Research design
User Intuition conducts 30+ minute deep conversations with ontology-based insight extraction and 5-7 level laddering; Conveo conducts AI-moderated interviews (typically 15-60 minutes) with structured theme extraction. The depth and methodology difference reflects fundamentally different research objectives, not quality variance.
- 2Participant sourcing
User Intuition offers flexible recruitment—your customers, a highly vetted panel with panel fraud screening, or both; Conveo uses eight panel partners (including Respondent's 3M+ panel) via integration. Customer-based research produces contextually relevant insights; panel research enables comparative benchmarking and global reach. User Intuition's flexibility is unique.
- 3Satisfaction metrics
User Intuition achieves 98% participant satisfaction through extended exploratory conversation; Conveo achieves 93% satisfaction through AI-moderated structured dialogue. The satisfaction difference reflects different engagement models rather than quality variance.
- 4Pricing
User Intuition starts from $200 with transparent pricing and no monthly fees; Conveo operates on an enterprise model with annual contracts starting at approximately $45,000 and no free trial. User Intuition's transparency enables research democratization; Conveo's annual enterprise model fits organizations already committed to ongoing research.
- 5Speed to launch
User Intuition launches studies in as little as 5 minutes—the fastest setup in the category. Conveo enables rapid setup through established panel infrastructure.
- 6Speed to insight
User Intuition delivers results in real time—insights appear from the first conversation, with a 4M+ B2C and B2B panel filling 20 conversations in hours or 200-300 in 24-48 hours. Conveo enables rapid AI-assisted theme extraction across large datasets. Both represent dramatic acceleration from legacy research timelines.
- 7Knowledge persistence
User Intuition builds searchable, queryable intelligence hubs where insights become an appreciating asset that compounds over time. Insights don't get locked in PowerPoint or walk out the door when people leave. Conveo exports findings to standard corporate formats (PDF, PPT, Slack).
- 8Scale orientation
User Intuition is built for large-sample studies and welcomes scale because that's how you build organizational knowledge. Conveo scales via the eight integrated panel partners with AI-assisted parallel moderation.
- 9Methodological approach
User Intuition applies enterprise-grade qualitative methodology with ontology-based insight extraction; Conveo uses academically rigorous structured methodology informed by ESOMAR standards. Both are legitimate—your research question should determine which methodology provides better answers.
- 10Integration ecosystem
User Intuition integrates with CRMs (HubSpot, Salesforce), Zapier, OpenAI, Claude (via MCP servers enabling study creation, insight summarization, and full platform access across thousands of AI tools), Stripe, Shopify, and more. Conveo provides focused data export and enterprise connectivity integrations.
- 11Compliance and security
User Intuition holds ISO 27001-aligned posture, with GDPR and HIPAA compliance and SOC 2 Type 1 attestation in progress (H2 2026 target). Conveo operates under ESOMAR research standards. Note: HIPAA does not issue formal certifications; the standard industry phrasing is compliance. Conveo's $5.3M raise (recently announced) signals momentum in the multimodal video research category.
- 12Geographic scope
User Intuition covers North America, Latin America, and Europe. Conveo's eight integrated panel partners spans multiple continents. Choose based on your research geography and regional requirements.
- 13Ideal use cases
User Intuition excels at strategy-informing research (why questions, identity, values, positioning, competitive understanding) with the ability to reference those insights across future decisions. Conveo excels at rapid comparative analysis and global trend research (preference measurement, benchmark analysis, multi-market sentiment).
Frequently asked questions
Conveo is a Belgian YC-backed AI video interview platform built around multimodal signal analysis — extracting multimodal video signals (voice + video + tone + facial) from async interviews — with eight integrated panel partners (Respondent, User Interviews, Norstat, Bilendi, Sago, Rakuten, Forsta, Rally) and dual-tier pricing (PAYG plus an Enterprise plan from approximately $45,000/yr). User Intuition is a self-serve native-AI qualitative research platform with adaptive 5-7 level laddering on every audio interview, ontology-based extraction, a 4M+ vetted panel across 50+ languages, and 5/5 ratings on G2 and Capterra, from $200 per study at $20 per audio interview on the Pro plan.
No. Conveo integrates eight panel partners (Respondent, User Interviews, Norstat, Bilendi, Sago, Rakuten, Forsta, Rally) and supports BYOC recruitment via CSV, external panels, QR codes, and WhatsApp invites. The widely-cited 3M+ figure is Respondent.io's panel accessed through Conveo's integration, not a Conveo-owned panel. Conveo can recruit 10-1,000+ participants in under two weeks via the partner network. User Intuition has its own 4M+ vetted panel built into the platform across 50+ languages, plus BYOC recruitment via CRM in the same study — no separate tool or partner negotiation required.
Conveo is sold dual-tier. The pay-as-you-go option targets agencies and small enterprises running project-based work; the Enterprise plan starts at approximately $45,000/year per buyer-reported references, structured around prepaid credits priced by total interview minutes with lower per-minute rates at higher volumes. There is no free trial or free version. Enterprise targets mid-market to enterprise organizations (200+ employees). User Intuition is self-serve from $200 per study at $20 per audio interview on the Pro plan, with three free interviews on signup, no card required, no annual contract, and no procurement cycle.
Conveo recently raised $5.3M to extend its multimodal video research approach. For buyers, the raise signals momentum in the multimodal AI interview category — funding to extend the eight-panel-partner integration network, deepen the multimodal analysis engine (voice + video + tone + facial + objects), and expand language coverage. Y Combinator backing plus the recent raise positions Conveo as one of the credible AI-native research platforms in 2026 alongside User Intuition, Listen Labs, Outset, and Strella. The raise does not change the cluster decision: the architectural fit between multimodal video signal extraction and adaptive laddering depth depends on what your research deliverable requires, not on which platform has fresher venture capital. Both companies are AI-native and well-funded. The decision is research-object-fit.
Different theories of qualitative depth. Conveo's multimodal analysis extracts MORE signal types per interview — voice + video + tone + facial expressions + emotional nuance + objects on camera — and synthesizes themes from that broader signal surface. User Intuition's adaptive 5-7 level laddering goes DEEPER into one signal type — audio conversation — by systematically probing from concrete behaviors through functional benefits to emotional drivers and identity markers. The architectural choice is signal breadth versus methodological depth. For research questions where facial expression and tone reveal what verbal response hides, Conveo's multimodal extraction is the stronger fit. For research questions where psychological architecture matters (why customers churn, why positioning fails, what brand identity drivers exist), adaptive laddering reaches motivational depth more reliably.
For motivational research, brand strategy, positioning, churn motivation, win-loss, and consumer insights — yes, User Intuition is the structurally better fit at native-AI depth and self-serve pricing. For research deliverables that depend on extracting facial expressions, emotional nuance, and tone from video — particularly across the eight panel-partner geographies Conveo integrates — Conveo remains the right instrument. Many teams use both: Conveo for video-based multimodal research, User Intuition for the adaptive-laddering motivational research that informs strategy.
User Intuition launches in 5 minutes via self-serve signup, with three free AI-moderated interviews and no card required. The 4M+ panel fills 200-300 conversations in 24-48 hours; results stream in real time as each conversation completes. Conveo requires an enterprise sales conversation and onboarding before usage begins, including pricing scoping, credit-model setup, and panel-partner access configuration. There is no self-serve signup or free trial. Once active, recruitment via the eight integrated partners typically delivers 10-1,000+ participants in under two weeks.
Both serve enterprise; the architectural fit determines which. Conveo offers ESOMAR-informed methodology, multimodal video signal analysis, eight panel-partner geographies, and an Enterprise plan with credit-pool architecture from approximately $45,000/year. User Intuition offers ISO 27001-aligned posture with GDPR and HIPAA alignment (SOC 2 Type 1 attestation in progress, H2 2026 target), a 4M+ vetted panel plus BYOC recruitment via CRM in the same study, native-AI adaptive laddering as the primary research instrument, the Customer Intelligence Hub for cross-study compounding, and self-serve pricing with optional enterprise procurement (invoicing, DPA, SSO, security questionnaire response). The pricing model converts the per-study cost from a $45K+/yr commitment to a variable line item.
The 2026 AI-moderated research landscape splits along multiple architecture axes. Multimodal video signal analysis: Conveo (eight integrated panel partners, multimodal voice + video + tone + facial extraction, ESOMAR-informed methodology, ~$45K/yr Enterprise + PAYG). Adaptive laddering depth: User Intuition (5-7 level laddering, $200/study at $20/audio interview, 4M+ vetted panel across 50+ languages, Customer Intelligence Hub for cross-study compounding, 5/5 on G2 and Capterra). Other AI-native peers each owning a different orthogonal axis: Listen Labs (managed-engagement model), Outset (async video-prompt method), Strella (chat-first AI synthesis speed). Choose multimodal video extraction when facial and tonal signal matters most; choose adaptive laddering when motivational depth via systematic conversation methodology is the deliverable.
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