Compare InfraNodus VS Fume, what is the difference between InfraNodus and Fume?








Generate Ideas and Insight using AI and Network Thinking. InfraNodus combines text analysis, network visualization, and GPT-3 AI to help you study a discourse, enhance your reading, writing, and research workflows. Get a summary overview of any text from multiple import sources, reveal the main topics and the relations between them, identify the patterns and gaps, discover the right questions to advance your thinking and research.
InfraNodus Landing Page

Fume is your AI QA team. Describe what you want to test with a single Loom video and Fume will create Playwright browser tests for you. Tests will automatically run twice-a-day on our cloud and will be maintained automatically!
Fume Landing Page


| Categories | AI Research Tool, AI Knowledge Graph, AI Data Mining, AI Text Generator |
| InfraNodus Website | https://infranodus.com?utm_source=toolify |
| Added Time | March 07 2023 |
| InfraNodus Pricing | Paid plans |
| Categories | AI Testing, AI Agent, AI Developer Tools, AI Code Generator |
| Fume Website | https://fumedev.com?utm_source=toolify |
| Added Time | August 20 2025 |
| Fume Pricing | -- |
Import data from various sources (text editor, files, Google, YouTube, etc.). InfraNodus visualizes the text as a network graph, revealing topical clusters, keywords, and structural gaps. Use the built-in GPT-4 AI to bridge gaps and generate ideas.
To use Fume, record a screencast of your application (e.g., using Loom) and describe what you want to be tested as you navigate. Fume then extracts test cases from your video in seconds. Once the tests are ready, they automatically run twice-a-day on Fume Cloud, and notifications are sent to a shared channel. Users can also configure advanced settings like CI/CD integration.
€ 12 /mo
14-day free trial, Community support, Full graph analytics, Chrome / Firefox extension, Obsidian graph view plugin, Import data from web sources, Max 40 imports per source, 300 Kb per file upload, 1Mb per PDF upload, 40 GPT-4 AI credits / hour, Personal / Academic use
€ 32 /mo
14-day free trial, everything on the Basic + API access, Dedicated support, 2 Mb per upload, 5 Mb per PDF upload, Extended data import quotas, 100 GPT-4 credits / hour, Live graph updates (max 5), Commercial use
€ 66 /mo
14-day free trial, everything on Advanced + API integration support, Training: 1 hour / month, 10 Mb per upload, 50 Mb per PDF upload, Max import quotas, 500 GPT-4 credits / hour, Live graph updates (max 20), Fast-track required features
$500 /month
Perfect for growing teams that need autonomous QA
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Custom solutions for large organizations
start from $9/mo
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InfraNodus is the one with 65.3K monthly visits and 00:00:24 Avg.visit duration. InfraNodus has a Page per visit of 1.70 and a bounce rate of 40.66%.
| Monthly Visits | 65.3K |
| Avg·visit Duration | 00:00:24 |
| Page per Visit | 1.70 |
| Bounce Rate | 40.66% |
Fume is the one with 137 monthly visits and 00:01:09 Avg.visit duration. Fume has a Page per visit of 2.58 and a bounce rate of 32.18%.
| Monthly Visits | 137 |
| Avg·visit Duration | 00:01:09 |
| Page per Visit | 2.58 |
| Bounce Rate | 32.18% |
The top 5 countries/regions for InfraNodus are:United States 15.09%, India 6.59%, France 6.11%, Brazil 5.44%, Vietnam 4.87%
![]() | 15.09% |
| 6.59% | |
| 6.11% | |
![]() | 5.44% |
| 4.87% |
The top 1 countries/regions for Fume are:Turkey 100.00%
| 100.00% |
The 6 main sources of traffic to InfraNodus are:vs_sourcesSearchOrganic 36.07%, Direct 30.68%, vs_sourcesSocialOrganic 16.87%, Referrals 9.24%, vs_sourcesGenAi 6.36%, vs_sourcesDisplayAds 0.46%, vs_sourcesSocialPaid 0.32%, Mail 0.00%, vs_sourcesAffiliate 0.00%, vs_sourcesSearchPaid 0.00%
vs_sourcesSearchOrganic | 36.07% |
Direct | 30.68% |
vs_sourcesSocialOrganic | 16.87% |
Referrals | 9.24% |
vs_sourcesGenAi | 6.36% |
vs_sourcesDisplayAds | 0.46% |
vs_sourcesSocialPaid | 0.32% |
Mail | 0.00% |
vs_sourcesAffiliate | 0.00% |
vs_sourcesSearchPaid | 0.00% |
The 6 main sources of traffic to Fume are:Direct 41.16%, vs_sourcesSearchOrganic 34.91%, Referrals 9.00%, vs_sourcesSocialOrganic 6.45%, Mail 2.11%, vs_sourcesDisplayAds 1.89%, vs_sourcesGenAi 1.77%, vs_sourcesSearchPaid 1.16%, vs_sourcesAffiliate 0.99%, vs_sourcesSocialPaid 0.55%
Direct | 41.16% |
vs_sourcesSearchOrganic | 34.91% |
Referrals | 9.00% |
vs_sourcesSocialOrganic | 6.45% |
Mail | 2.11% |
vs_sourcesDisplayAds | 1.89% |
vs_sourcesGenAi | 1.77% |
vs_sourcesSearchPaid | 1.16% |
vs_sourcesAffiliate | 0.99% |
vs_sourcesSocialPaid | 0.55% |
InfraNodus might be a bit more popular than Fume.As you can see, InfraNodus has 65.3K monthly visits, while Fume has 137 monthly visits. So more people choose InfraNodus. So the odds are that people will recommend InfraNodus more on social platforms.
InfraNodus has an Avg.visit duration of 00:00:24, while Fume has an Avg.visit duration of 00:01:09. Also, InfraNodus has a page per visit of 1.70 and a Bounce Rate of 40.66%. Fume has a page per visit of 2.58 and a Bounce Rate of 32.18%.
The main users of InfraNodus are United States, India, France, Brazil, Vietnam, with the following distribution: 15.09%, 6.59%, 6.11%, 5.44%, 4.87%.
The main users of Fume are Turkey, with the following distribution: 100.00%.