Want a self serve tool to track AI Visibility? Checkout Passionfruit Labs

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Want a self serve tool to track AI Visibility? Checkout Passionfruit Labs

Learn More

Want a self serve tool to track AI Visibility? Checkout Passionfruit Labs

Learn More

Passionfruit vs RankShift

Passionfruit and RankShift take different approaches to AI search. RankShift is a self-serve AEO tool with the broadest engine coverage in the category - nine AI platforms tracked on every plan, including Mistral, Meta AI, and Copilot. Passionfruit is an end-to-end AI-native marketing partner covering SEO, AEO, content, technical, on-page, off-page, programmatic, CRO, analytics, and AI analytics under one fully managed engagement, with first-of-its-kind revenue-by-keyword attribution and minimum commitments.

Quick Summary

Quick Summary

Passionfruit

Fully managed end-to-end across SEO, AEO, content, technical, CRO, analytics, and AI analytics

Proprietary platform processing 10,000+ signals per client every single day at scale

Ships 150–350 actions per month across optimization, reporting, and growth initiatives

First-of-its-kind keyword-level revenue attribution with action-based ROI tracking included

Minimum commitments with custom pricing scoped individually for every client engagement

Self-serve AEO tool designed for independent AI visibility tracking and monitoring workflows

Starter plan at €69/month with annual billing and an additional 10% discount applied

Professional and Business plans priced at €159/month and €359/month respectively

Supports 9 AI engines including Mistral, Meta AI, and Microsoft Copilot integrations

Credit-based usage model focused entirely on tracking and visibility monitoring capabilities

Comparison Summary

Capability

Type

Type

Pricing

Pricing

Minimum commitment

Minimum commitment

AI engines tracked

AI engines tracked

Daily prompt limit

Daily prompt limit

Credits / month

Credits / month

Revenue-by-keyword attribution (first of its kind)

Revenue-by-keyword attribution (first of its kind)

Action-based ROI tracking (every action to revenue impact)

Action-based ROI tracking (every action to revenue impact)

End-to-end CRO

End-to-end CRO

End-to-end Analytics + AI Analytics

End-to-end Analytics + AI Analytics

Recommendations / roadmap

Recommendations / roadmap

Content production

Content production

Technical SEO fixes

Technical SEO fixes

Digital PR / link acquisition

Digital PR / link acquisition

Reddit and community engagement

Reddit and community engagement

Programmatic SEO

Programmatic SEO

Dedicated team

Dedicated team

Revenue integration

Revenue integration

Signals processed per URL

Signals processed per URL

Passionfruit

Passionfruit

End-to-end managed partner + proprietary platform

End-to-end managed partner + proprietary platform

Custom, scoped to engagement

Custom, scoped to engagement

Month-to-month flexibility, no long lock-ins

Month-to-month flexibility, no long lock-ins

ChatGPT, Claude, Gemini, Perplexity, AI Overviews, AI Mode

ChatGPT, Claude, Gemini, Perplexity, AI Overviews, AI Mode

Unlimited (managed)

Unlimited (managed)

N/A

N/A

Yes

Yes

Yes

Yes

End-to-end CRO

End-to-end CRO

Yes

Yes

50+ prioritized actions, refreshed and executed by team

50+ prioritized actions, refreshed and executed by team

12--15 blogs/month -- managed

12--15 blogs/month -- managed

30--40/month -- managed

30--40/month -- managed

20--40/month -- managed

20--40/month -- managed

Managed

Managed

Managed

Managed

6 humans + agent network

6 humans + agent network

Every action tied to revenue via GA4 and Google Search Console

Every action tied to revenue via GA4 and Google Search Console

100+ per URL (rankings, citations, sentiment, competitor moves, traffic shifts

100+ per URL (rankings, citations, sentiment, competitor moves, traffic shifts

Self-serve tool

Self-serve tool

€69--€359/mo, Agency/Enterprise custom

€69--€359/mo, Agency/Enterprise custom

Monthly subscription (annual discount available)

Monthly subscription (annual discount available)

ChatGPT, Gemini, Claude, Perplexity, AI Overviews, AI Mode, Mistral, Meta AI, Copilot (9 engines)

ChatGPT, Gemini, Claude, Perplexity, AI Overviews, AI Mode, Mistral, Meta AI, Copilot (9 engines)

150 (Starter) / 350 (Professional) / 850 (Business) -- credit-bound

150 (Starter) / 350 (Professional) / 850 (Business) -- credit-bound

9,500 (Starter) / 22,000 (Professional) / 53,000 (Business) -- 2 credits per response

9,500 (Starter) / 22,000 (Professional) / 53,000 (Business) -- 2 credits per response

No

No

No

No

No

No

Partial -- BigQuery / Looker Studio data export only

Partial -- BigQuery / Looker Studio data export only

None -- raw analytics only

None -- raw analytics only

None

None

None

None

None

None

None

None

None

None

Self-serve

Self-serve

Data export to BI tools; revenue mapping requires buyer-side build

Data export to BI tools; revenue mapping requires buyer-side build

100+ per URL (rankings, citations, sentiment, competitor moves, traffic shifts

100+ per URL (rankings, citations, sentiment, competitor moves, traffic shifts

How to Think About the Buyer's Options

How to Think About the Buyer's Options

Category

Examples

What it provides

AEO Tools

RankShift, Profound, Athena, Novi, Peec AI

AI visibility tracking and reporting

Traditional Agencies

Neil Patel, Single Grain, generalists

Strategy and execution at standard agency velocity

In-house build

--

Full ownership, requires significant tooling and time

AI-native end-to-end partner

Passionfruit

Proprietary AI infrastructure + fully managed end-to-end execution

Where RankShift Is Strongest

Where RankShift Is Strongest

RankShift took the most aggressive position on engine coverage in the AEO category. Nine engines on every plan, including Mistral, Meta AI, and Copilot, which most competitors gate or skip. Unlimited projects and seats removes the per-seat tax common in other tools. BigQuery, Looker Studio, and Power BI integrations let data teams pipe AI visibility data into existing dashboards. API access supports custom workflows. Within the narrow scope of "broadest engine footprint at low entry price for data-engineering-led teams," RankShift is a strong choice.

Where Passionfruit Goes Further

1. End-to-end scope, not just tracking

RankShift tracks visibility across the broadest engine footprint in the category. Passionfruit covers tracking plus everything that turns tracking into revenue: content production, technical SEO, on-page optimization, digital PR, Reddit engagement, programmatic SEO, CRO, and full analytics infrastructure. One contract. One team. One dashboard.

2. First-of-its-kind revenue-by-keyword attribution

Passionfruit's flagship metric is revenue per query—every search query, Google or AI, mapped to revenue at the URL level. Revenue Decay Alerts notify the team the moment a revenue-driving query loses position. RankShift exports raw visibility data to BigQuery; building revenue attribution on top of it requires a buyer-side data engineering project.

3. Action-based ROI tracking

Every shipped action is logged with URL, action type, owner, and date, then correlated 30 days later to non-branded clicks, impressions, and revenue at that exact URL. The page-level learning model feeds back into prioritization for the next sprint.

4. End-to-end CRO and analytics built in

CRO and analytics infrastructure (GA4, GTM, server-side, custom dashboards) are included as part of the engagement. RankShift offers data export to BI tools but does not provide CRO services or analytics infrastructure setup.

5. No credit math, no rationing prompts

Passionfruit tracking is unbounded on prompt volume because it is internal infrastructure to the engagement. RankShift's credit system (2 credits per response) means heavy enterprise prompt sets exhaust lower tiers quickly.

6. Workflow + recommendations + execution

RankShift surfaces raw analytics. Passionfruit surfaces 50+ prioritized actions and ships them. The roadmap-to-revenue gap is closed by the in-house team rather than left to the buyer.

7. Minimum commitments

Passionfruit engagements operate with month-to-month flexibility. There are no long lock-ins.

8. The 5-Surface Organic System

Surface

What Passionfruit covers

What RankShift covers

1. Your site

PDPs, collections, programmatic, schema, llms.txt, CRO

--

2. Public opinion

Reddit, Quora, YouTube, TikTok seeding

--

3. Listings

G2, Capterra, TrustPilot, Wirecutter

--

4. Citations

Press, podcasts, AI corpora, expert quotes

Tracks citations on this surface across 9 engines 

5. Physical

Stores, events, sponsorships, local SEO

--

Pricing Comparison

Pricing Comparison

Plan

RankShift

Passionfruit

Entry (annual)

€69/mo (Starter -- 9,500 credits, 150 prompts/day)

Custom -- scoped to engagement

Mid

€159/mo (Professional -- 22,000 credits, 350 prompts/day)

Custom -- scoped to engagement

Upper

€359/mo (Business -- 53,000 credits, 850 prompts/day)

Custom -- scoped to engagement

Top

Agency/Enterprise (custom)

Custom -- scoped to engagement

Minimum commitment

Monthly subscription

Month-to-month flexibility

Free trial

30-day free trial with full platform access

Discovery call + audit

Best For

Passionfruit is the cleaner fit for:

  • Brands that want SEO, AEO, content, technical, CRO, analytics, and AI analytics under one fully managed engagement

  • Teams that need keyword-level revenue attribution and action-based ROI tracking

  • Marketing leaders prioritizing minimum commitments and month-to-month flexibility

  • Programs where Reddit, listings, citations, content, technical, and conversion optimization all need to move together

RankShift is a fit for:

  • Data-engineering-led marketing teams that want raw AI visibility data piped into BigQuery or Looker Studio dashboards alongside other channel data

Frequently Asked Questions

Frequently Asked Questions

Frequently Asked Questions

How is RankShift priced?

What AI engines does RankShift track?

How does the credit system work?

Does RankShift offer revenue attribution?

Does RankShift offer CRO, content production, technical SEO execution, or digital PR?

How is Passionfruit priced?

What is "revenue by keyword" attribution?

What does "action-based ROI tracking" mean?

Does Passionfruit offer end-to-end CRO and analytics?

What AI engines does Passionfruit track?

Trusted by teams at high growth companies

Ready to win search?

End to End, managed experience to drive growth from Google and AI search

Passionfruit

Trusted by teams at high growth companies

Ready to win search?

End to End, managed experience to drive growth from Google and AI search

Passionfruit

Trusted by teams at high growth companies

Ready to win search?

End to End, managed experience to drive growth from Google and AI search

Passionfruit

Capability

Passionfruit

Type

End-to-end managed partner + proprietary platform

Self-serve tool

Pricing

Custom, scoped to engagement

€69--€359/mo, Agency/Enterprise custom

Minimum commitment

Month-to-month flexibility, no long lock-ins

Monthly subscription (annual discount available)

AI engines tracked

ChatGPT, Claude, Gemini, Perplexity, AI Overviews, AI Mode

ChatGPT, Gemini, Claude, Perplexity, AI Overviews, AI Mode, Mistral, Meta AI, Copilot (9 engines)

Daily prompt limit

Unlimited (managed)

150 (Starter) / 350 (Professional) / 850 (Business) -- credit-bound

Credits / month

N/A

9,500 (Starter) / 22,000 (Professional) / 53,000 (Business) -- 2 credits per response

Revenue-by-keyword attribution (first of its kind)

Yes

No

Action-based ROI tracking (every action to revenue impact)

Yes

No

End-to-end CRO

Yes

No

End-to-end Analytics + AI Analytics

Yes

Partial -- BigQuery / Looker Studio data export only

Recommendations / roadmap

50+ prioritized actions, refreshed and executed by team

None -- raw analytics only

Content production

12--15 blogs/month -- managed

None

Technical SEO fixes

30--40/month -- managed

None

Digital PR / link acquisition

20--40/month -- managed

None

Reddit and community engagement

Managed

None

Programmatic SEO

Managed

None

Dedicated team

6 humans + agent network

Self-serve

Revenue integration

Every action tied to revenue via GA4 and Google Search Console

Data export to BI tools; revenue mapping requires buyer-side build

Signals processed per URL

100+ per URL (rankings, citations, sentiment, competitor moves, traffic shifts

Visibility and citation tracking per prompt

Comparison Summary