Struct VS Userlens
Compare Struct VS Userlens, what is the difference between Struct and Userlens?
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Summarize
Struct summarize
Struct is an AI agent that root-causes engineering alerts using logs, metrics, traces, and code. Resolve incidents faster with a composable, customizable system that deploys in minutes and works with your existing DevOps workflows.
Struct Landing Page
Userlens summarize
Userlens helps SaaS teams turn product behavior into timely, personal guidance. Lumi, our adoption agent, combines warehouse and analytics data to understand every account, find users who are falling behind, and draft the right message for their context. You set the goal, audience, tone, and guardrails. Lumi personalizes each nudge and measures whether users actually adopt the feature.
Userlens Landing Page
Compare Details
Struct details
| Categories | AI Agent, AI Developer Tools, AI Assistant, AI Code Assistant |
| Struct Website | https://struct.ai?utm_source=toolify |
| Added Time | March 17 2026 |
| Struct Pricing | -- |
Userlens details
| Categories | AI Agent, AI Marketing, AI CRM |
| Userlens Website | https://userlens.io?utm_source=toolify |
| Added Time | September 08 2026 |
| Userlens Pricing | -- |
Comparison of usage
How to use Struct?
Integrate Struct with your existing observability stack (e.g., Sentry, Datadog) and communication tools like Slack. Struct will then automatically investigate engineering alerts as they occur, replying with a root cause, impact analysis, and suggested fix. Users can also @mention Struct to investigate issues on-demand.
How to use Userlens?
Connect Userlens to your database and product analytics, such as PostHog. Create a campaign by defining the product behavior or adoption goal, audience criteria, messaging context, tone, and guardrails. Lumi analyzes each user's actual behavior, generates personalized messages and recommended actions, sends approved guidance, and tracks whether users adopt the targeted feature or behavior.
Compare Pros between Struct and Userlens
Core features of Struct
- Automated root-cause analysis using logs, metrics, traces, and code
- Integration with leading observability platforms (Datadog, Sentry) and work tools (Slack, GitHub)
- One-click PR creation for fixes or handoff to coding agents
- On-call intelligence that improves over time from past investigations
- Secure by design with SOC2 Type II and HIPAA compliance
Core features of Userlens
- Behavior-based personalized customer nudges
- Adoption campaigns with configurable goals, audiences, tone, and guardrails
- Combines database and product analytics data
- Measures adoption through product behavior rather than opens or clicks
- Identifies users who are falling behind or missing key features
- Generates personalized guidance and runnable action plans
- Campaign controls including active campaign limits and quiet hours
- PostHog and database integrations
- Adoption tracking and follow-up measurement
Compare Use Cases
Use cases for Struct
- Automating on-call runbooks to reduce manual triage
- Proactively investigating production bugs and engineering alerts
- Generating suggested fixes and PRs for identified incidents
Use cases for Userlens
- Increase adoption of newly released SaaS features by identifying users who have not tried them and sending contextual guidance
- Encourage users to adopt plan mode by creating personalized nudges based on repeated retries, abandoned runs, or one-shot sessions
- Improve customer retention by finding accounts whose product behavior indicates difficulty or stalled usage
- Scale personalized onboarding and product education across thousands of users
- Help users adopt scheduled reports, higher-quality prompts, or other target product behaviors
- Support product-led growth teams with automated, behavior-triggered customer communication
Different Plan between Struct and Userlens
Struct
$0/mo
100 credits/mo, Intelligent auto investigations, 1 user, Community support
$20/mo
220 credits/mo, Struct build agent, Up to 5 users, Dedicated Slack support
$200/mo
2,500 credits/mo, Priority queue & higher rate limits, Up to 25 users, Custom integrations
Contact us
Unlimited users, RBAC & SSO/SAML, Sidecar/on-prem support, Volume discounts
Userlens
$0 per month
100 profiles, 300 personalized emails per month, 1 active campaign, PostHog integration, and database integration
$100 per month
10,000 profiles, 10,000 personalized emails per month, 5 active campaigns, PostHog integration, and database integration
Starts at $1,000 per month, billed annually
Expanded profile and email volume, more active campaigns, additional data integrations, priority onboarding, and priority support
Contact for pricing
Custom profile and email volume, custom campaign limits, security and governance controls, custom integrations, and dedicated implementation and support
Struct's traffic
Struct is the one with 957 monthly visits and 00:00:43 Avg.visit duration. Struct has a Page per visit of 1.82 and a bounce rate of 40.88%.
Visit Over Time
| Monthly Visits | 957 |
| Avg·visit Duration | 00:00:43 |
| Page per Visit | 1.82 |
| Bounce Rate | 40.88% |
Userlens's traffic
Userlens is the one with 5.6K monthly visits and 00:00:26 Avg.visit duration. Userlens has a Page per visit of 1.84 and a bounce rate of 36.12%.
Visit Over Time
| Monthly Visits | 5.6K |
| Avg·visit Duration | 00:00:26 |
| Page per Visit | 1.84 |
| Bounce Rate | 36.12% |
Geography
The top 1 countries/regions for Struct are:United States 100.00%
Top 1 Countries/regions
 | 100.00% |
Geography
The top 5 countries/regions for Userlens are:United States 41.27%, Brazil 26.60%, India 18.45%, Turkey 6.93%, Germany 6.75%
Top 5 Countries/regions
| 41.27% |
 | 26.60% |
 | 18.45% |
 | 6.93% |
 | 6.75% |
Traffic Sources
The 6 main sources of traffic to Struct are:Direct 38.88%, vs_sourcesSearchOrganic 30.45%, Referrals 10.47%, vs_sourcesSocialOrganic 5.49%, vs_sourcesDisplayAds 3.91%, Mail 3.70%, vs_sourcesAffiliate 2.98%, vs_sourcesGenAi 1.77%, vs_sourcesSearchPaid 1.60%, vs_sourcesSocialPaid 0.76%
Direct | 38.88% |
vs_sourcesSearchOrganic | 30.45% |
Referrals | 10.47% |
vs_sourcesSocialOrganic | 5.49% |
vs_sourcesDisplayAds | 3.91% |
Mail | 3.70% |
vs_sourcesAffiliate | 2.98% |
vs_sourcesGenAi | 1.77% |
vs_sourcesSearchPaid | 1.60% |
vs_sourcesSocialPaid | 0.76% |
Traffic Sources
The 6 main sources of traffic to Userlens are:Direct 42.75%, vs_sourcesSearchOrganic 30.51%, Referrals 9.25%, vs_sourcesSocialOrganic 6.32%, Mail 2.86%, vs_sourcesDisplayAds 2.78%, vs_sourcesAffiliate 2.08%, vs_sourcesGenAi 1.59%, vs_sourcesSearchPaid 1.27%, vs_sourcesSocialPaid 0.60%
Direct | 42.75% |
vs_sourcesSearchOrganic | 30.51% |
Referrals | 9.25% |
vs_sourcesSocialOrganic | 6.32% |
Mail | 2.86% |
vs_sourcesDisplayAds | 2.78% |
vs_sourcesAffiliate | 2.08% |
vs_sourcesGenAi | 1.59% |
vs_sourcesSearchPaid | 1.27% |
vs_sourcesSocialPaid | 0.60% |
Which is better: Struct or Userlens?
Userlens might be a bit more popular than Struct.As you can see, Struct has 957 monthly visits, while Userlens has 5.6K monthly visits. So more people choose Userlens. So the odds are that people will recommend Userlens more on social platforms.
Struct has an Avg.visit duration of 00:00:43, while Userlens has an Avg.visit duration of 00:00:26. Also, Struct has a page per visit of 1.82 and a Bounce Rate of 40.88%. Userlens has a page per visit of 1.84 and a Bounce Rate of 36.12%.
The main users of Struct are United States, with the following distribution: 100.00%.
The main users of Userlens are United States, Brazil, India, Turkey, Germany, with the following distribution: 41.27%, 26.60%, 18.45%, 6.93%, 6.75%.
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