Quick Verdict
Conveo (YC S24) claims multimodal emotional capture. Decode has been doing Emotion AI at enterprise scale since 2019. For CPG brands evaluating both — Decode brings documented client proof, enterprise security, and a unified platform that Conveo cannot match.
Introduction
Conveo entered the market in 2024 with a bold claim: "The only AI interviewer that captures every human signal." Backed by Y Combinator and $5.3M in seed funding, they've grown quickly and built a strong LinkedIn presence — targeting the same CPG and consumer insights teams as Decode.
But there's a meaningful difference between a seed-stage startup claiming multimodal capture and a Series B company with 7 years of Emotion AI development, 150+ enterprise deployments, and documented case studies at Unilever, Nestlé, and PepsiCo. This page breaks down exactly what each platform delivers and where the gaps are.
Feature Comparison: Decode vs Conveo
Feature | Decode (Entropik) | Conveo |
|---|---|---|
Founded | 2019 (7 years proven) | 2024 (1 year — early stage) |
Funding | $25M Series B (Bessemer + SIG) | $5.3M Seed (YC S24) |
Facial coding | Yes — research-grade, 7yr track record | Claims facial capture (seed-stage) |
Voice/tone analysis | Yes | Yes (limited) |
Eye tracking | Yes | No |
G2 verified reviews | Growing | 1–2 reviews (very early) |
Enterprise security / compliance | Full enterprise compliance documentation | Unverified at enterprise scale |
Language support | 70+ languages | 50+ languages |
Public pricing | Book a Demo | ~$45K/yr enterprise (limited info) |
Known user complaints | — | Poor PDF exports; AI misinterprets topic guides (G2) |
CPG enterprise clients | Unilever, Nestlé, PepsiCo + 150 more | Google, Unilever, AB InBev (early) |
What "Captures Every Human Signal" Actually Means
Conveo's positioning is compelling. But a seed-stage YC company founded in 2024 has had less than two years to develop, test, and validate emotional signal capture technology at enterprise research accuracy standards. Entropik's Emotion AI, by contrast, has been refined across 7+ years, published in academic research contexts, and deployed across 150+ enterprise clients conducting rigorous consumer insights work.
Conveo's own G2 reviewers (limited as they are at this stage) note that AI occasionally misinterprets topic guides and that PDF/export functionality is poor. For enterprise research teams delivering findings to senior stakeholders, these aren't minor inconveniences — they affect the quality and credibility of deliverables.
7 years of Emotion AI. 150+ enterprise clients.
See why global CPG brands choose Decode for AI moderated interviews.
FAQ
Does Conveo have Emotion AI like Decode?
Conveo claims multimodal capture including facial and tonal signals, but it is a seed-stage platform founded in 2024 with very limited third-party validation. Decode's Emotion AI includes research-grade facial coding, eye tracking, and voice sentiment analysis developed over 7+ years and validated across 150+ enterprise deployments.
Is Conveo suitable for enterprise CPG research?
Conveo targets CPG brands and has landed early clients. However, enterprise CPG procurement typically requires demonstrated compliance certifications, security documentation, support SLAs, and reference clients for validation calls — areas where Decode's multi-year enterprise track record provides significantly more assurance.
What is Conveo's pricing?
Conveo lists approximately $45,000/year for enterprise access, with pay-as-you-go options also available. Decode offers custom enterprise pricing — book a demo to discuss the right package for your research volume.