Horizontal platforms cover every industry. RevWay goes deep on one.
Profound, Otterly.ai, BrightEdge and Conductor are horizontal AI-visibility platforms — broad engine coverage, deep infrastructure, built to serve any industry at scale. On raw platform and scale, they lead. RevWay is the opposite shape: vertical, all the way down D2C commerce in India, owning the path from AI citation to conversion. Different shapes for different buyers — not better or worse.
New to AI Citations? Start here →The field at a glance
| Dimension | RevWay | The horizontal field |
|---|---|---|
| Shape | Vertical — D2C commerce | Horizontal — any industry |
| Core job | Builds storefronts per buying moment; citation → conversion | Track presence across AI engines, produce content / agent recommendations |
| Geography focus | India-first D2C | US / EU / global enterprise |
| Primary buyer | D2C brand on Shopify / Magento / BigCommerce | Fortune 500 marketing, enterprise SEO, agencies |
| Output | Live storefronts + operating console | Dashboards + content recommendations |
| Conversion layer | Yes — measured on storefronts RevWay built | None native — measures yours via integrations at best |
| Pricing model | Demo-led, scoped to catalog and storefront volume | Self-serve tiers (Otterly, Profound starter) or sales-led enterprise contracts (BrightEdge, Conductor) |
Who serves who
Profound
NY · founded 2024 · enterprise AEO category creator
The most-tracked AI-visibility platform in the field — 10+ engines, Fortune 500 customer base, prompt-volume data that doubles as demand intelligence. Strong on breadth and infrastructure.
Choose Profound if: You are a Fortune 500 marketing team that needs cross-category visibility intelligence across every major AI engine, and you want enterprise-grade infrastructure with a vendor that has scaled there.
Choose RevWay if: You are a D2C brand and you need the storefronts that earn the citations actually built and deployed — not only recommended.
Otterly.ai
EU / global · self-serve · lightweight by design
The affordable on-ramp to AI-visibility tracking — five-minute setup, no technical lift, share-of-voice across the major engines. Honest about its scope: a measurement layer.
Choose Otterly.ai if: You want a fast, low-cost pulse on whether your brand is being cited at all. You are early in the AEO journey and want a thermometer before committing to a deeper toolchain.
Choose RevWay if: You have already measured the gap and now need to close it. Tracking without deployment is the part that does not move conversion.
BrightEdge
US enterprise SEO incumbent · decade-old suite + AI layer
An established SEO platform (Data Cube, ContentIQ) with an AI layer added on (AI Catalyst, Generative Parser). Strongest in the field on Google AI Overviews research, deep at AIO-tracking, sales-led enterprise contracts.
Choose BrightEdge if: You are a large in-house SEO team with an existing BrightEdge investment, and your priority is best-in-class AIO research integrated into the workflow you already run.
Choose RevWay if: You are a D2C team that needs to ship structured commerce surfaces in weeks, not bring a six-month enterprise rollout into your stack.
Conductor
Founded 2010 · Forrester SEO Leader · AgentStack 2026
The most credible native-AEO competitor in the field. End-to-end enterprise AEO platform, AgentStack with LLM apps and MCP server, ties presence to revenue via integrations.
Choose Conductor if: You are an enterprise content team operating across multiple industries and you want native AEO at enterprise scale with an integrated agent layer.
Choose RevWay if: You are vertical in D2C and want the commerce surface itself built and owned end-to-end, not measured downstream through GA4 and GSC.
Frequently asked
Is RevWay better than Profound?
Neither, depending on who you are. Profound is built for Fortune 500 marketing teams that need broad coverage across 10+ AI engines as demand intelligence — that is the right tool for that buyer. RevWay is built for D2C brands on Shopify, Magento or BigCommerce that need the AI-citation-to-conversion loop owned end to end, in India. Different shapes for different buyers.
What is the difference between RevWay and Otterly.ai?
Otterly is a pure tracker — it measures share-of-voice across the major engines and presents the dashboard. RevWay is a build-and-deploy console: it tracks citations, deploys the storefronts that earn them, and measures conversion on those storefronts. Otterly answers what is happening; RevWay also ships what closes the gap.
How does RevWay compare to BrightEdge or Conductor?
BrightEdge and Conductor are enterprise SEO platforms that added an AI layer. They are best-in-class for Google AI Overviews research and serve large in-house SEO teams with sales-led contracts. RevWay is native AEO plus a commerce surface — it produces and deploys storefronts rather than only reporting on the ones you already have. Different category, different buyer.
Why does RevWay only serve D2C brands in India?
Depth is the product. A vertical engine optimized for D2C in one geography produces stronger output per query than a horizontal platform optimized for every industry across every market. The trade-off is real: outside D2C, or outside India, the horizontal platforms are the right call.
Which AI-search-visibility tool is best for D2C brands?
For tracking only, any tool in this space works. For tracking plus storefront deployment — closing the gap rather than just measuring it — RevWay is the only vertical option in D2C today. The horizontal platforms can report on your storefronts; only RevWay produces and ships them as part of the loop.
Does RevWay only track citations like other tools?
No. Citation tracking is part of the loop, but the product is the storefronts produced for each buying moment and the conversion measured on those storefronts. Tracking is the input; deployment and conversion are the output. A tool that stops at the dashboard is a different category.
The horizontal field serves every industry. RevWay serves one — all the way down to the sale.
Horizontal platforms win on breadth and scale. A vertical engine wins on depth and fit. If you are a D2C brand in India and the citation-to-conversion loop is the problem to solve, the shape fits.