Qwairy vs Ranketta

Reviewed by MarTechRadar Research Desk. Pricing & entity snapshots verified Oct 27, 2026.

Qwairy (Cloud SaaS Platform) and Ranketta (Web SaaS) both compete in GEO Brand Tracking & LLM Rank Tracking. On pricing, Qwairy lists $74–$5,190/mo · Enterprise plan (no free plan disclosed), whereas Ranketta lists €29–€449/mo · Enterprise plan (no free plan disclosed). Technically, Qwairy is rated L2 · Workflow copilot with a 2.2/5.0 (Workflow-embedded) moat, while Ranketta is rated L2 · Workflow copilot with a 2.4/5.0 (Workflow-embedded) moat. Corporate profile: Qwairy (founded 2024, HQ Paris, Ile-de-France, France) vs. Ranketta (founded 2025, HQ Brno, Jihomoravsky kraj, Czech Republic, €1M funding). Verified by the MarTechRadar Research Desk (Oct 26, 2026 for Qwairy; Oct 27, 2026 for Ranketta). At a 5-seat team baseline, Qwairy starts at ~$89/mo (base) vs Ranketta at ~€29/mo.

Qwairy

Generative Engine Optimization (GEO) platform monitoring and improving brand visibility, citations, and sentiment across 18+ AI search engines.

5-User Team Cost: ~$89/mo (base) ($74–$5,190/mo · Enterprise plan) · Autonomy: L2 · Workflow copilot · Moat: 2.2/5.0 (Workflow-embedded)

Target fit: B2B Marketing, Growth & Revenue Teams (Cloud SaaS Platform)

Read the Qwairy review →

Ranketta

AI search visibility and agentic commerce merchandising platform helping e-commerce and D2C brands get individual SKUs recommended by AI assistants.

5-User Team Cost: ~€29/mo (€29–€449/mo · Enterprise plan) · Autonomy: L2 · Workflow copilot · Moat: 2.4/5.0 (Workflow-embedded)

Target fit: B2B Marketers, Revenue Operations, Growth Teams (Web SaaS)

Read the Ranketta review →

How Qwairy and Ranketta differ

  • Delivery: Qwairy is a Cloud SaaS Platform product; Ranketta is a Web SaaS product.
  • Qwairy was founded earlier (2024) than Ranketta (2025).
  • Headquarters: Qwairy in Paris, Ile-de-France, France, Ranketta in Brno, Jihomoravsky kraj, Czech Republic.
  • Funding stage: Qwairy is Seed; Ranketta is Pre-seed.
  • Audience: Qwairy targets B2B Marketing, Growth & Revenue Teams; Ranketta targets B2B Marketers, Revenue Operations, Growth Teams.
  • Ecosystem stack: Qwairy connects with Looker, Model Context Protocol (MCP); Ranketta connects with Shopify, Google Analytics 4 (GA4), Google Search Console, Looker.

Computed from the fields below. Only editor-verified ratings and vendor-sourced prices are compared.

When to choose Qwairy vs Ranketta (and when to walk away)

Choose Qwairy if

  • Target ICP & Stack Fit: You operate as B2B Marketing and Growth & Revenue Teams requiring a Cloud SaaS Platform deployment for GEO, with verified ecosystem connectivity for Looker, Model Context Protocol (MCP).
  • L2 Architecture & Defensibility: Qwairy establishes a differentiated European and global GEO moat by combining UI-plus-API tracking across 18 AI engines (including ChatGPT, Google AI Overviews, Perplexity, Claude, and Asian LLMs), MCP server access, Crawler Analytics, and a 4.7-star G2 rating across 51 reviews.
  • Commercial Model Fit: Your procurement budget aligns with $74–$5,190/mo · Enterprise plan.

Walk away from Qwairy if

  • Walk away if your workflow requires uncapped enterprise volume on the $74–$5,190/mo · Enterprise plan entry plan without upgrading tiers.
  • Walk away if your workflow cannot tolerate primary operational trade-off: In practical enterprise deployments, the primary trade-off is that while UI-level tracking for core engines is included across all plans, programmatic API model tracking (such as Mistral, Qwen, Kimi, GLM, and MiniMax APIs), white-label custom domains, and SSO are reserved for Enterprise contracts, and AI Crawler Analytics plus Looker Studio require the Business tier ($519/month).
  • Walk away if functional scope boundary is a deal-breaker for your team: Qwairy is not built for traditional backlink PBN buying, paid PPC bid automation, or outbound B2B cold calling.

Choose Ranketta if

  • Target ICP & Stack Fit: You operate as B2B Marketers, Revenue Operations and Growth Teams requiring a Web SaaS deployment for GEO, with verified ecosystem connectivity for Shopify, Google Analytics 4 (GA4), Google Search Console, Looker.
  • L2 Architecture & Defensibility: Ranketta commands a strong e-commerce GEO moat by measuring AI visibility at the individual SKU and product-catalog level across ChatGPT Shopping, Perplexity Shopping, Alexa, and Meta Muse, backed by €1M in Pre-Seed funding from Lighthouse Ventures and Gi21 Capital.
  • Commercial Model Fit: Your procurement budget aligns with €29–€449/mo · Enterprise plan.

Walk away from Ranketta if

  • Walk away if your workflow requires uncapped enterprise volume on the €29–€449/mo · Enterprise plan entry plan without upgrading tiers.
  • Walk away if your workflow cannot tolerate primary operational trade-off: In practical enterprise deployments, the primary trade-off is that the entry €29/month Tracker plan monitors 2 standard AI models without catalog Merchandising or monthly content credits, requiring e-commerce teams that want active feed merchandising and premium models (such as Claude, Copilot, Grok, Amazon Alexa, and Meta Muse) to select the €79/month Starter, €199/month Growth, or €449/month Scale plan.
  • Walk away if functional scope boundary is a deal-breaker for your team: Ranketta is not built for outbound B2B cold calling, traditional print media buying, or video avatar generation.

Side-by-side facts

FieldQwairyRanketta
SubtrackGEO Brand Tracking & LLM Rank TrackingGEO Brand Tracking & LLM Rank Tracking
Pricing$74–$5,190/mo · Enterprise plan€29–€449/mo · Enterprise plan
Pricing modelSubscriptionSubscription
Published pricing tiersStarter ($89/mo) · Growth ($229/mo) · Business ($519/mo) · Enterprise / Custom (Custom quote)Enterprise / Custom (Custom quote)
Free accessNo free plan disclosedNo free plan disclosed
Enterprise planYesYes
AI autonomy levelL2 · Workflow copilotL2 · Workflow copilot
Moat tier & score2.2 / 5.0 · Workflow-embedded2.4 / 5.0 · Workflow-embedded
DeliveryCloud SaaS PlatformWeb SaaS
AudienceB2B Marketing, Growth & Revenue TeamsB2B Marketers, Revenue Operations, Growth Teams
Ecosystem integrationsLooker, Model Context Protocol (MCP)Shopify, Google Analytics 4 (GA4), Google Search Console, Looker, Model Context Protocol (MCP)
Funding & backingSeed€1M · Backed by Lighthouse Ventures, Gi21 Capital
Founders—Vojtech Oravec
Company size2-10 employees2-10 employees
Founded20242025
HeadquartersParis, Ile-de-France, FranceBrno, Jihomoravsky kraj, Czech Republic
Fact-checkedMarTechRadar Research Desk, Oct 26, 2026MarTechRadar Research Desk, Oct 27, 2026
AI Head-to-Head Procurement Simulator · Evidence-Locked Dossier

Qwairy vs Ranketta: TCO & constraint stress test

Test how both tools behave under your team size, monthly budget ceiling, CRM ecosystem, and governance guardrails.

1. Team / Seat Scale
2. Monthly Budget Ceiling
3. Primary Stack
4. Guardrail
Under a 5-seat / $800/mo profile, Qwairy carries lower procurement friction (Low Procurement Risk · Strong Fit) than Ranketta (Conditional Fit · Contract & Stack Caveats). Qwairy publishes a self-serve floor ($74–$5,190/mo · Enterprise plan), whereas Ranketta requires a custom quote (€29–€449/mo · Enterprise plan).

Qwairy

Low Procurement Risk · Strong Fit
Estimated Floor (5 Seats · Growth)$229 / mo ($2,748 / yr on Growth)Stepped to Growth ($229/mo) for 5-seat team capacity (entry tier starts at $89/mo).Fits within $800/mo cap (29% of ceiling at base floor)
  • Published Self-Serve Entry Floor: Qwairy publishes a transparent entry point ($74–$5,190/mo · Enterprise plan) for initial validation before committing.
  • Tier Fit for 5-Seat Scale: Growth ($229/mo): Verified $229/mo Growth tier from vendor pricing schedule.
  • Primary Operational Bottleneck: Primary Operational Trade-Off: In practical enterprise deployments, the primary trade-off is that while UI-level tracking for core engines is included across all plans, programmatic API model tracking (such as Mistral, Qwen, Kimi, GLM, and MiniMax APIs), white-label custom domains, and SSO are reserved for Enterprise contracts, and AI Crawler Analytics plus Looker Studio require the Business tier ($519/month).

Walk-Away Rule: Walk away if your workflow requires uncapped enterprise volume on the $74–$5,190/mo · Enterprise plan entry plan without upgrading tiers.

Negotiation Lever: Validate exact quota thresholds (seats, credits, or API calls) included in Qwairy's $74–$5,190/mo · Enterprise plan tier before converting from monthly to annual billing.

Ranketta

Conditional Fit · Contract & Stack Caveats
Estimated Floor (5 Seats · Enterprise / Custom)Custom Quote (€29–€449/mo · Enterprise plan)Vendor does not publish a self-serve USD floor on its pricing page; requires sales qualification.Sales-gated pricing vs. $800/mo cap (High quote risk)
  • Opaque Enterprise Quoting vs. SMB/Mid-Market Budget: Ranketta does not disclose a public self-serve floor (€29–€449/mo · Enterprise plan). Buyers with a $800/mo cap face high sales-qualification friction.
  • Published Self-Serve Entry Floor: Ranketta publishes a transparent entry point (€29–€449/mo · Enterprise plan) for initial validation before committing.
  • Primary Operational Bottleneck: Deployment & Governance Considerations: Additionally, large multi-country retailers tracking more than 300 prompts per model across 10+ AI models and custom product feeds must engage on a custom Enterprise contract.

Walk-Away Rule: Walk away if your workflow requires uncapped enterprise volume on the €29–€449/mo · Enterprise plan entry plan without upgrading tiers.

Negotiation Lever: Validate exact quota thresholds (seats, credits, or API calls) included in Ranketta's €29–€449/mo · Enterprise plan tier before converting from monthly to annual billing.

Interactive Head-to-Head Scenario Red-Teamer · Fact-Gate Verified

Limitations

Qwairy

Operational considerations and platform boundaries include: Primary Operational Trade-Off: In practical enterprise deployments, the primary trade-off is that while UI-level tracking for core engines is included across all plans, programmatic API model tracking (such as Mistral, Qwen, Kimi, GLM, and MiniMax APIs), white-label custom domains, and SSO are reserved for Enterprise contracts, and AI Crawler Analytics plus Looker Studio require the Business tier ($519/month).
Full limitations in the Qwairy review

Ranketta

Operational considerations and platform boundaries include: Primary Operational Trade-Off: In practical enterprise deployments, the primary trade-off is that the entry €29/month Tracker plan monitors 2 standard AI models without catalog Merchandising or monthly content credits, requiring e-commerce teams that want active feed merchandising and premium models (such as Claude, Copilot, Grok, Amazon Alexa, and Meta Muse) to select the €79/month Starter, €199/month Growth, or €449/month Scale plan.
Full limitations in the Ranketta review

Official vendor architectural differentiators & migration proof

To help buyers evaluate real-world switching costs, verified founders, solutions architects, and PMMs at both Qwairy and Ranketta can submit up to 3 evidence-backed architectural differentiators or verified customer migration case studies.

Why teams choose Qwairy over Ranketta

Work at Qwairy? Verify your official domain email to publish 3 technical differentiators, migration benchmarks, or a head-to-head buyer sandbox offer on this comparison page:

+ Submit Qwairy Official Differentiators & Case Study →

Why teams choose Ranketta over Qwairy

Work at Ranketta? Verify your official domain email to publish 3 technical differentiators, migration benchmarks, or a head-to-head buyer sandbox offer on this comparison page:

+ Submit Ranketta Official Differentiators & Case Study →

Pricing notes & tier schedules

Qwairy: $74–$5,190/mo · Enterprise plan

Starter at $89/mo ($74/mo billed $890 annually), Growth at $229/mo ($190/mo billed $2,290 annually), Business at $519/mo ($432/mo billed $5,190 annually), Custom Enterprise.
Verified tier schedule:
  • Starter ($89/mo, 1–2 seats): Verified $89/mo Starter tier from vendor pricing schedule.
  • Growth ($229/mo, 5 seats): Verified $229/mo Growth tier from vendor pricing schedule.
  • Business ($519/mo, 15 seats): Verified $519/mo Business tier from vendor pricing schedule.
  • Enterprise / Custom (Custom quote, 15–50+ seats (Enterprise SLA)): Sales-negotiated annual contract for custom volume, SSO/RBAC governance, and dedicated SLA.
Hidden TCO drivers to audit:
  • Annual Billing Headline vs. Monthly Premium: Headline entry rates reflect annual billing commitments; month-to-month flexibility carries a higher effective monthly rate or requires annual prepayment.
  • Credit & Usage Burn Multiplier: Workflows on Qwairy consume metered credits or usage quotas; voice/media minutes, multi-step synthesis, or high-frequency runs can exhaust base allocations and trigger mid-cycle top-up packs.
Pricing details in the Qwairy review

Qwairy pricing page

Ranketta: €29–€449/mo · Enterprise plan

Tracker at €29/month (2 AI models, 30 prompts/model), Starter at €79/month (3 AI models, 50 prompts/model, Merchandising, 5k credits), Growth at €199/month (4 AI models, 100 prompts/model, 15k credits), Scale at €449/month (5 AI models, 300 prompts/model, 45k credits), and Custom Enterprise; extra credits at €50/mo per 50k credits (€1/1k).
Verified tier schedule:
  • Enterprise / Custom (Custom quote, Unlimited seats (Enterprise SLA)): Sales-negotiated annual contract for custom volume, SSO/RBAC governance, and dedicated SLA.
Hidden TCO drivers to audit:
  • Credit & Usage Burn Multiplier: Workflows on Ranketta consume metered credits or usage quotas; voice/media minutes, multi-step synthesis, or high-frequency runs can exhaust base allocations and trigger mid-cycle top-up packs.
  • Primary Operational Trade-Off: In practical enterprise deployments, the primary trade-off is that the entry €29/month Tracker plan monitors 2 standard AI models without catalog Merchandising or monthly content credits, requiring e-commerce teams that want active feed merchandising and premium models (such as Claude, Copilot, Grok, Amazon Alexa, and Meta Muse) to select the €79/month Starter, €199/month Growth, or €449/month Scale plan.
Pricing details in the Ranketta review

Ranketta pricing page

Frequently asked questions: Qwairy vs Ranketta

How does Qwairy pricing compare to Ranketta in 2026?

Qwairy is listed at $74–$5,190/mo · Enterprise plan (subscription, no free plan disclosed), whereas Ranketta is listed at €29–€449/mo · Enterprise plan (subscription, no free plan disclosed).

How do Qwairy and Ranketta compare on AI autonomy and moat depth?

On the MarTechRadar L1–L5 scale, Qwairy is rated L2 · Workflow copilot with a Workflow-embedded moat (2.2/5.0), while Ranketta is rated L2 · Workflow copilot with a Workflow-embedded moat (2.4/5.0).

Which teams are Qwairy and Ranketta built for?

Qwairy is a Cloud SaaS Platform product in GEO Brand Tracking & LLM Rank Tracking designed for B2B Marketing, Growth & Revenue Teams. Ranketta is a Web SaaS product in GEO Brand Tracking & LLM Rank Tracking designed for B2B Marketers, Revenue Operations, Growth Teams.

What are the main limitations of Qwairy vs Ranketta?

For Qwairy: Operational considerations and platform boundaries include: Primary Operational Trade-Off: In practical enterprise deployments, the primary trade-off is that while UI-level tracking for core engines is included across all plans, programmatic API model tracking (such as Mistral, Qwen, Kimi, GLM, and MiniMax APIs), white-label custom domains, and SSO are reserved for Enterprise contracts, and AI Crawler Analytics plus Looker Studio require the Business tier ($519/month). For Ranketta: Operational considerations and platform boundaries include: Primary Operational Trade-Off: In practical enterprise deployments, the primary trade-off is that the entry €29/month Tracker plan monitors 2 standard AI models without catalog Merchandising or monthly content credits, requiring e-commerce teams that want active feed merchandising and premium models (such as Claude, Copilot, Grok, Amazon Alexa, and Meta Muse) to select the €79/month Starter, €199/month Growth, or €449/month Scale plan.

What are the hidden TCO drivers and contract negotiation levers for Qwairy vs Ranketta?

For Qwairy: Annual Billing Headline vs. Monthly Premium (Headline entry rates reflect annual billing commitments; month-to-month flexibility carries a higher effective monthly rate or requires annual prepayment.) Negotiation lever: Validate exact quota thresholds (seats, credits, or API calls) included in Qwairy's $74–$5,190/mo · Enterprise plan tier before converting from monthly to annual billing. For Ranketta: Credit & Usage Burn Multiplier (Workflows on Ranketta consume metered credits or usage quotas; voice/media minutes, multi-step synthesis, or high-frequency runs can exhaust base allocations and trigger mid-cycle top-up packs.) Negotiation lever: Validate exact quota thresholds (seats, credits, or API calls) included in Ranketta's €29–€449/mo · Enterprise plan tier before converting from monthly to annual billing.

Excerpts are quoted verbatim from each fact-checked review. Last updated Oct 27, 2026.