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Tools⚙️ Developer InfrastructureStruct
Struct

Struct

Freemium

AI agent that investigates and resolves on-call alerts automatically.

By Tanmay Verma, Founder · Last verified 03 Jul 2026

0 views
Added 5d ago
75/100Safe Bet
Visit Website

In short

Struct — AI agent that investigates and resolves on-call alerts automatically. Best for DevOps and SRE teams handling frequent alerts, Engineering teams using Sentry or Datadog for observability, Fast-moving startups wanting to reduce on-call investigation time. Free to start; paid plans from $200/mo.

Compared withvs Presto Voicevs Spider Cloudvs Temporal Ai

Is Struct actually worth it?

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Editorial Verdict

Best for
DevOps and SRE teams handling frequent alertsEngineering teams using Sentry or Datadog for observabilityFast-moving startups wanting to reduce on-call investigation timeTeams that collaborate heavily in Slack
Not ideal for
Teams without an on-call rotation or alerting setupOrganizations not using cloud observability toolsNon-technical teams seeking a chat support toolSmall teams on a tight budget (Pro tier is $200/mo)

Best on-call AI agent we've tested for teams drowning in Sentry and Datadog alerts. The free tier is generous enough to trial, but the Pro tier's $200/mo may feel steep for small teams.

Compare with: Struct vs Resolve AI, Struct vs Spider Cloud, Struct vs Truleo

Last verified: July 2026

What's new in Struct

Checked 5 days ago

Across the latest 1 update: 1 feature update.

FeatureBlog·May 27Newest

A blueprint for multi-tenant distributed agents

Struct published a guide on building production-ready multi-tenant distributed agents for customer-facing AI.

What independent users actually report about Struct

We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.

62 mentions across 3 sources (Hacker News, App Store, Lemmy).

12% positive88% critical
Recurring strengths
  • +Automates repetitive runbook tasks, freeing engineers for higher-value work.
  • +Integrates with popular observability and alerting platforms like Sentry and Datadog.
  • +Slack-native collaboration enables side-by-side hypothesis testing during incidents.
  • +Generates incident timelines with commit history and logs for faster context.
  • +Intelligent deduplication reduces alert noise and prevents fatigue.
Recurring frustrations
  • −No real community reviews available to validate claims or expose flaws.
  • −Contact-only pricing creates uncertainty for budget planning.
  • −Reliability in production environments is completely unverified.
  • −Tool is new and may lack maturity compared to established alternatives.
  • −AI-driven analysis might produce false positives or miss nuanced issues.
Patterns worth knowing
Skepticism due to lack of user evidence
Seen on Hacker News
Interest in automation value but hesitation on trust
Seen on Hacker News
Concerns about undisclosed pricing and hidden costs
Seen on Hacker News
Learning curve
beginnerProductive in ~A few hours
Hidden costs people mention
  • • No hidden costs reported due to lack of user feedback

Viability Score

75/100
Safe Bet

How likely is Struct to still be operational in 12 months? Based on 4 signals — momentum (how recently it shipped), wrapper dependency, revenue model, and web presence.

momentum
55
funding runway
70
website health
90
wrapper dependency
100

Last calculated: July 2026

How we score →

Key Features

  • Automatic incident investigation and root cause analysis
  • Intelligent deduplication of related alerts
  • Slack-native collaboration for hypothesis testing
  • Incident timeline generation with commit history and logs
  • Integration with observability and alerting platforms
  • Multi-tenant distributed agent architecture
  • Automated runbook execution for on-call workflows
  • Support for leading cloud log providers
  • Integration with project management tools (Linear, Asana, GitHub)
  • Root cause & customer impact analysis in minutes
  • PR generation and handoff to coding agents
  • SOC 2 and HIPAA compliance
  • On-call intelligence that improves over time

About Struct

FreemiumIntermediateAPI availableWeb · API · Plugin

Struct is an AI-powered on-call agent that proactively investigates and resolves alerts and incidents, freeing engineers from manual runbook execution. It integrates with your entire stack in minutes, including observability platforms (Sentry, Datadog), cloud logs, and work tools (Slack, Linear, Asana, GitHub). When an alert fires, Struct automatically investigates, deduplicates related issues, and provides root cause and customer impact analysis in Slack. Engineers can collaborate side-by-side with Struct to test alternative hypotheses, dive deeper into incident timelines, commit histories, and log queries. Struct uses a multi-tenant distributed agent architecture for production-scale reliability, and is SOC 2 and HIPAA compliant. Designed for fast-moving engineering teams, Struct reduces hours of investigation per engineer each week, allowing teams to focus on shipping. Unlike traditional runbook automation, Struct learns from past incidents to improve intelligence over time, and can even generate clean PRs or hand off context to coding agents.

Behind the Verdict

Struct hits a sweet spot that most AI incident response tools miss: it actually does the investigation, not just triage. The automatic dedup and root cause analysis in Slack saves serious time, especially for teams with high alert volumes from Sentry or Datadog. We particularly like that it builds incident intelligence over time — it learns from past issues, which makes it smarter the longer you use it. The ability to generate a clean PR or handoff to a coding agent is a nice touch for closing the loop. That said, the pricing is a sticking point. The free tier (100 credits/mo, 1 user, 1 alert channel) is fine for evaluation, but the Pro tier jumps to $200/mo for 2,200 credits and up to 10 users. For a small startup, that's a meaningful cost. Also, Struct is heavily Slack-centric — if your team doesn't live in Slack, you lose the collaborative interface. Its integrations are solid but not exhaustive: it works best with Sentry and Datadog, but if you use PagerDuty or Opsgenie as your alert router, you'll need to check compatibility. Compared to alternatives like PagerDuty's AIOps or OpsRamp, Struct is more proactive and agent-driven, but those tools offer broader incident management features. For teams that already have an incident management platform and just want a smart investigation agent, Struct is a strong addition.

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Use Cases

  • Investigate every on-call alert automatically within minutes
  • Collaborate with an AI agent in Slack to test hypotheses during incidents
  • Dedup related alerts to reduce noise and focus on real issues
  • Generate root cause and customer impact reports for postmortems
  • Integrate alerting with project management tools to auto-create tasks
  • Built multi-tenant distributed agents to scale customer-facing incident response

Limitations

  • Pricing requires contacting sales, limiting immediate access for small teams.
  • The AI model quality depends on integrations and alert data quality; it may struggle with custom or rare systems.
  • The described multi-tenant architecture is advanced but not yet fully detailed in public documentation.

12-month cost

Project the real annual outlay, including the implied monthly cost when only an annual tier is published.

Annual total
Free
Over 12 months
Effective monthly
Free
Billed monthly

Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.

Integrations

SentryDatadogSlackLinearAsanaGitHub

Resources & Guides

  • Resourcestruct.ai

    Home · Struct

    Helpful link from struct.ai

Frequently Asked Questions

Tools that pair well with Struct

Common stack mates teams adopt alongside Struct, with the specific reason each pairing earns its keep.

Resolve AI

Resolve AI

AI agents that handle on-call and production operations so engineers can build.

Spider Cloud

Spider Cloud

Fast web crawling, scraping, and search API for AI agents

Truleo

Truleo

AI intelligence agents for law enforcement that surface case leads from siloed data.

Featured Head-to-Head Comparisons

Struct vs Presto Voice

Struct vs Spider Cloud

Struct vs Temporal Ai

Alternatives to Struct

View all
Resolve AI

Resolve AI

AI agents that handle on-call and production operations so engineers can build.

Contact SalesTry
Spider Cloud

Spider Cloud

Fast web crawling, scraping, and search API for AI agents

FreemiumTry
Truleo

Truleo

AI intelligence agents for law enforcement that surface case leads from siloed data.

PaidTry

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Details

Pricing
Freemium
Skill Level
Intermediate
Platforms
Web, API, Plugin
API Available
Yes
Pricing & overview verified
5d ago

Categories

⚙️ Developer Infrastructure🤖 Automation & Agents

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Official Website
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RightAIChoice

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A 60-second editorial pick. No filler, no funnel — unsubscribe anytime.

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Built for the AI community.