Agenta VS Dedalus Labs
Compare Agenta VS Dedalus Labs, what is the difference between Agenta and Dedalus Labs?
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Summarize
Agenta summarize
Agenta is an open-source LLMOps platform for building reliable AI apps. Manage prompts, run evaluations, and debug traces. We help developers and domain experts collaborate to ship LLM applications faster and with confidence.
Agenta Landing Page
Dedalus Labs summarize
Dedalus Labs Landing Page
Compare Details
Agenta details
| Categories | AI Developer Tools, Prompt Engineering, Large Language Models (LLMs), AI Agent, AI Monitor |
| Agenta Website | https://www.agenta.ai?utm_source=toolify |
| Added Time | December 02 2025 |
| Agenta Pricing | -- |
Dedalus Labs details
| Categories | AI Developer Tools, AI App Builder, AI Code Generator, AI Testing, AI Website Builder |
| Dedalus Labs Website | https://www.dedaluslabs.ai?utm_source=toolify |
| Added Time | April 18 2026 |
| Dedalus Labs Pricing | -- |
Comparison of usage
How to use Agenta?
Users can utilize Agenta to centralize their prompts, run experiments in a unified playground, compare different prompts and models side-by-side, and track changes with complete version history. The platform supports automated and human evaluations to validate changes and provides tools for tracing every request, debugging failure points, and monitoring production performance. It also enables collaboration by allowing product managers and domain experts to edit prompts and run evaluations directly from the UI.
How to use Dedalus Labs?
Sign up and create a free account at dedaluslabs.ai Spin up a persistent VM for your AI agent in seconds Deploy your agent — VMs sleep automatically when idle and wake in milliseconds Monitor and manage running agents via the dashboard or API Scale as needed — pay only for active compute time
Compare Pros between Agenta and Dedalus Labs
Core features of Agenta
- Prompt Management (Engineering, Versioning, Unified Playground)
- LLM Evaluation (Automated, Human, Full Trace, Integrations)
- Observability (Tracing, Debugging, Monitoring, Feedback Loop)
- Collaboration Tools (UI for experts, Evals for PMs, API/UI parity)
- Open-source and Model Agnostic
Core features of Dedalus Labs
- Persistent VM infrastructure for AI agents
- Automatic sleep and millisecond wake-up
- MCP server marketplace
- REST API and SDK access
- Real-time agent monitoring dashboard
- Pay-per-use billing with free idle time
Compare Use Cases
Use cases for Agenta
- Building and iterating on reliable LLM applications collaboratively.
- Systematically evaluating LLM performance and validating changes with evidence.
- Debugging complex AI systems by tracing requests and pinpointing errors.
- Centralizing prompt management and version control across teams.
- Empowering non-technical domain experts to contribute to prompt engineering and evaluation.
Use cases for Dedalus Labs
- Running long-running AI agents in production
- Hosting MCP servers at scale
- Building AI-powered automation workflows
- Deploying multi-agent systems
- Reducing cloud costs for AI workloads
Different Plan between Agenta and Dedalus Labs
Agenta
Free /month
2 users and 5k traces per month included. Unlimited prompts, 2 seats included, 20 evaluations / month included, 5k traces / month included, 30 days retention period, Community support via Github.
$49 /month
3 users and 10k traces per month included, pay as you go thereafter. Up to 10 seats, Unlimited evaluations, 10k traces / month included then $5 for every 10k, In-app support, 90 days retention period.
$399 /month
Unlimited seats and 1M traces included per month. Everything from Pro, Role-based Access Control, SOC2 reports, Private Slack Channel, 365 days retention period, SSO and MFA (soon), Business SLA.
Custom
Personalised service and enterprise security for large teams. Everything from Business, Volume pricing, Audit logs, Custom retention periods, Bring Your Own Cloud, Dedicated Support, Self-hosted deployment options, Security reviews, Custom SLA, Custom terms & DPA.
Dedalus Labs
Pro
Enterprise
Agenta's traffic
Agenta is the one with 34.4K monthly visits and 00:00:24 Avg.visit duration. Agenta has a Page per visit of 2.43 and a bounce rate of 39.39%.
Visit Over Time
| Monthly Visits | 34.4K |
| Avg·visit Duration | 00:00:24 |
| Page per Visit | 2.43 |
| Bounce Rate | 39.39% |
Dedalus Labs's traffic
Dedalus Labs is the one with 15.5K monthly visits and 00:00:58 Avg.visit duration. Dedalus Labs has a Page per visit of 2.26 and a bounce rate of 60.56%.
Visit Over Time
| Monthly Visits | 15.5K |
| Avg·visit Duration | 00:00:58 |
| Page per Visit | 2.26 |
| Bounce Rate | 60.56% |
Geography
The top 5 countries/regions for Agenta are:United States 23.35%, India 14.78%, Germany 5.64%, Vietnam 5.20%, Indonesia 5.07%
Top 5 Countries/regions
 | 23.35% |
 | 14.78% |
 | 5.64% |
 | 5.20% |
 | 5.07% |
Geography
The top 4 countries/regions for Dedalus Labs are:United States 82.65%, Indonesia 6.86%, Vietnam 5.89%, India 4.60%
Top 4 Countries/regions
| 82.65% |
| 6.86% |
| 5.89% |
| 4.60% |
Traffic Sources
The 6 main sources of traffic to Agenta are:Direct 35.77%, vs_sourcesSearchOrganic 29.30%, Referrals 24.48%, vs_sourcesGenAi 6.07%, vs_sourcesSocialOrganic 3.55%, Mail 0.83%, vs_sourcesAffiliate 0.00%, vs_sourcesDisplayAds 0.00%, vs_sourcesSearchPaid 0.00%, vs_sourcesSocialPaid 0.00%
Direct | 35.77% |
vs_sourcesSearchOrganic | 29.30% |
Referrals | 24.48% |
vs_sourcesGenAi | 6.07% |
vs_sourcesSocialOrganic | 3.55% |
Mail | 0.83% |
vs_sourcesAffiliate | 0.00% |
vs_sourcesDisplayAds | 0.00% |
vs_sourcesSearchPaid | 0.00% |
vs_sourcesSocialPaid | 0.00% |
Traffic Sources
The 6 main sources of traffic to Dedalus Labs are:Direct 32.31%, vs_sourcesSearchOrganic 25.75%, vs_sourcesSearchPaid 20.77%, vs_sourcesDisplayAds 6.47%, Referrals 5.78%, Mail 4.47%, vs_sourcesSocialOrganic 4.45%, vs_sourcesGenAi 0.00%, vs_sourcesAffiliate 0.00%, vs_sourcesSocialPaid 0.00%
Direct | 32.31% |
vs_sourcesSearchOrganic | 25.75% |
vs_sourcesSearchPaid | 20.77% |
vs_sourcesDisplayAds | 6.47% |
Referrals | 5.78% |
Mail | 4.47% |
vs_sourcesSocialOrganic | 4.45% |
vs_sourcesGenAi | 0.00% |
vs_sourcesAffiliate | 0.00% |
vs_sourcesSocialPaid | 0.00% |
Which is better: Agenta or Dedalus Labs?
Agenta might be a bit more popular than Dedalus Labs.As you can see, Agenta has 34.4K monthly visits, while Dedalus Labs has 15.5K monthly visits. So more people choose Agenta. So the odds are that people will recommend Agenta more on social platforms.
Agenta has an Avg.visit duration of 00:00:24, while Dedalus Labs has an Avg.visit duration of 00:00:58. Also, Agenta has a page per visit of 2.43 and a Bounce Rate of 39.39%. Dedalus Labs has a page per visit of 2.26 and a Bounce Rate of 60.56%.
The main users of Agenta are United States, India, Germany, Vietnam, Indonesia, with the following distribution: 23.35%, 14.78%, 5.64%, 5.20%, 5.07%.
The main users of Dedalus Labs are United States, Indonesia, Vietnam, India, with the following distribution: 82.65%, 6.86%, 5.89%, 4.60%.
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