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Tools⚙️ Developer InfrastructureTrigger.dev
Trigger.dev

Trigger.dev

Freemium

Open-source framework for durable AI agents and background jobs in TypeScript.

By Tanmay Verma, Founder · Last verified 06 Jul 2026

0 views
Added 4d ago
77/100Safe Bet
Visit Website

In short

Trigger.dev — Open-source framework for durable AI agents and background jobs in TypeScript. Best for Developers building AI agents in TypeScript, Teams needing durable background job processing, Startups wanting to offload async infrastructure. Free to start; paid plans from $10/mo.

Compared withvs Presto Voicevs Spider Cloudvs Temporal Ai

Is Trigger.dev actually worth it?

Live

See what real users actually say. We scan live discussions, reviews and complaints across the web and hand you an honest verdict — in under a minute.

3 free scans · no card needed · downloadable report

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Editorial Verdict

Best for
Developers building AI agents in TypeScriptTeams needing durable background job processingStartups wanting to offload async infrastructureEnterprises requiring HIPAA-compliant AI workflowsSolo devs looking for open-source job framework
Not ideal for
Non-developers (requires coding in TypeScript)Teams needing real-time voice or video processingProjects that must stay fully on-premises without self-hosting effortHigh-frequency, low-duration workloads (cost adds up per run)

A compelling choice for TypeScript developers who want durable AI agents without managing infrastructure. The free tier is generous, but per-run costs can climb at scale. Self-hosting is an option for cost control.

Skip Trigger.dev if Skip Trigger.dev if you need a non-TypeScript solution, require real-time voice/video processing, or cannot tolerate per-run compute costs that scale linearly with usage.

Compare with: Trigger.dev vs Zhipu GLM, Trigger.dev vs MetaGPT, Trigger.dev vs Poolside AI

Last verified: July 2026

What's new in Trigger.dev

Checked yesterday

Across the latest 8 updates: 3 feature updates, 1 launch, 1 pricing change and 3 news mentions.

FeatureChangelog·4 days agoNewest

Dashboard UI updates

Redesigned sidebar, per-task overview page, new icons, relocated Test button, 24-hour activity charts.

LaunchChangelog·5 days ago

Trigger.dev v4.5.0

AI Agents, Sessions, Prompts, dev branches, TriggerClient. 6 SDK and runtime improvements.

PricingChangelog·5 days ago

Billing limits & spend alerts

Set spend cap; pauses execution across environments when reached, preventing runaway jobs from exceeding budget.

NewsBlog·7 days ago

Incident report: Runs list and logs degraded

Dashboard runs list and logs degraded for several hours on June 30; runs executed normally. Root cause and fixes detailed.

NewsBlog·13 days ago

Incident report on June 22, 2026

On June 22-23, both regions could not start new runs. Recovery took a day; changes implemented to prevent recurrence.

FeatureChangelog·28 days ago

Trigger.dev is now HIPAA ready

Trigger.dev Cloud meets HIPAA BA requirements. Sign BAA to run PHI workloads on managed infra.

FeatureChangelog·29 days ago

Runs page updates

Live Runs page updates in place: live status changes, banner for new runs, parent tooltips show child-run breakdowns.

NewsBlog·Jun 6

Powering Cal.com's core booking engine with AI scans, calendar syncs, and durable async fan-out tasks

Customer story: Cal.com runs millions of monthly background tasks on Trigger.dev for booking, AI phishing detection, fraud analysis, calendar sync.

What independent users actually report about Trigger.dev

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.

70 mentions across 5 sources (Hacker News, YouTube, Bluesky, GitHub, Lemmy).

61% positive39% critical
Recurring strengths
  • +Write durable AI agents in plain async TypeScript without timeouts.
  • +First-class Realtime API with React hooks for streaming to frontends.
  • +Generous free tier with managed cloud and quick setup.
  • +Open-source core allows self-hosting and full code control.
  • +Built-in retries, queuing, and cron scheduling save boilerplate.
Recurring frustrations
  • −No cross-run state management—must build own continuity layer.
  • −Complexity can balloon in production with many interdependent tasks.
  • −Self-hosted version lacks some cloud-native features like Realtime API.
  • −No visual workflow builder, making debugging complex DAGs harder.
  • −389 open GitHub issues may signal growing maintenance burden.
Patterns worth knowing
Durable execution solves serverless timeout pain effectively.
Seen on Hacker News, YouTube, Bluesky
State continuity across task runs is missing, requiring extra development.
Seen on Bluesky, YouTube
Open-source flexibility and Vercel integration drive adoption.
Seen on Bluesky, Hacker News, GitHub
Learning curve
intermediateProductive in ~A few hours
Hidden costs people mention
  • • Self-hosting requires own infrastructure (Docker/k8s) and ops time.
  • • Advanced cloud features (Realtime API, HIPAA) only in paid tier.

Viability Score

77/100
Safe Bet

How likely is Trigger.dev 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
80
website health
90
wrapper dependency
100

Last calculated: July 2026

How we score →

Key Features

  • Durable AI agents with human-in-the-loop
  • Long-running tasks with no timeouts
  • Automatic retries and error handling
  • Concurrency and queue management
  • Scheduled tasks (durable cron)
  • Realtime API with React hooks
  • Observability dashboard with logs and tracing
  • Bulk replay and error alerts
  • Bidirectional input streams for running tasks
  • Private networking via AWS PrivateLink
  • Preview and dev branches
  • Self-hosting option via Docker/k8s
  • HIPAA compliance (cloud)
  • Billing limits and spend alerts
  • Vercel integration for automatic deploys

About Trigger.dev

FreemiumIntermediateAPI availableWeb · API · CLI

Trigger.dev is an open-source background jobs framework that lets you write durable AI workflows in plain async TypeScript. It provides a CLI, SDK, and managed cloud infrastructure to run long-running tasks with built-in queuing, automatic retries, and real-time monitoring—without timeouts or infrastructure management. Designed for developers building AI-powered features, Trigger.dev supports autonomous AI agents, prompt chaining, human-in-the-loop, and streaming to frontends. It integrates with major AI SDKs (like Vercel AI SDK) and frameworks (Next.js, Bun, Remix). Key differentiators include AI agent lifecycle management (survives refreshes, redeploys, crashes), first-class Realtime API with React hooks, scheduled tasks (durable cron), full observability, preview/dev branches, and a generous free tier. Open-source core with a managed cloud tier; also self-hostable. Latest v4.5.0 (July 2026) brought AI Agents GA, Sessions, Prompts, dev branches, AWS PrivateLink, HIPAA readiness, billing spend alerts, and error alerts with bulk replay.

Behind the Verdict

Trigger.dev stands out for its developer experience around durable AI agents. The ability to write agents that survive redeploys, crashes, and refreshes without manual state management is a genuine time-saver. The Realtime API with React hooks makes streaming LLM outputs to the frontend trivial. However, the pricing model charges per run and per compute second, so high-frequency, short-duration tasks can add up fast. If your workload is mostly simple cron or queueing, a simpler tool like BullMQ or a serverless function may be cheaper. Also, while the platform is maturing, it's still relatively new—production reliability incidents (June 2026) are worth monitoring. For teams already in the Node/Bun ecosystem building AI features, Trigger.dev is a strong bet. For others, alternatives like Inngest or Temporal may offer more battle-tested durability.

Researching Trigger.dev? Get your full AI stack in 60 seconds.

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Real-world workflow fit

Concrete scenarios for the personas Trigger.dev actually fits — and what changes day-one when you adopt it.

Solo developer building an AI assistant

You build a chat agent that searches docs, processes refunds with human approval, and streams responses to a React frontend.

Outcome: Deploy in one day with zero infrastructure; the agent survives redeploys and crashes; you see logs and traces in the dashboard.

Startup team automating email sequences and data syncs

You create scheduled tasks that sync CRM data nightly and trigger email sequences after user signups.

Outcome: Tasks run reliably with automatic retries; you get Slack alerts on failures; concurrency controls prevent overload.

Enterprise team needing HIPAA-compliant AI workflows

You deploy a medical document processing pipeline that extracts PHI, redacts data, and stores results—with SOC 2 and HIPAA BAA.

Outcome: Workflows run on HIPAA-ready cloud with AWS PrivateLink; audit logs and role-based access control meet compliance needs.

Use Cases

  • Build a durable AI customer support agent with human-in-the-loop approval for sensitive actions.
  • Orchestrate multi-step AI workflows like document analysis, summarization, and database updates.
  • Run scheduled cron jobs for data syncs, report generation, or maintenance without timeout limits.
  • Stream AI responses from backend agents directly to your React frontend using Realtime hooks.
  • Automate background email sequences, calendar syncs, and async fan-out tasks after user actions.
  • Deploy AI-powered pricing intelligence or fraud detection workflows that run reliably at scale.
  • Power a booking engine with AI scans, calendar syncs, and durable fan-out tasks (e.g., Cal.com).

Models Under the Hood

Claude (Anthropic)Vercel AI SDK

as of 2026-07-06

Limitations

  • The free tier limits log retention to 1 day and concurrent runs to 20, which may be restrictive for production workloads.
  • Paid plans charge per run invocation ($0.25 per 10k) plus compute per second, which can become costly at scale.
  • Self-hosting requires managing Docker or Kubernetes infrastructure.
  • Recent incidents (June 22-23, 2026 outage; June 30 dashboard degradation) suggest the platform is still maturing in terms of reliability.

as of 2026-07-06

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.

Plans compared

For each published Trigger.dev tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.

Free

$0/mo

Ideal for

Solo developer experimenting with Trigger.dev or building a side project with low task volume.

What this tier adds

Starting tier with 20 concurrent runs, 1-day log retention, and community support.

Hobby

$10/mo

Ideal for

Small team or hobbyist needing more concurrency (50 runs) and longer log retention (7 days) with 3 alert destinations.

What this tier adds

Adds Prod environment, 5 preview branches, 100 schedules, and 7-day log retention versus Free.

Pro

$50/mo

Ideal for

Growing team needing 200+ concurrent runs, 30-day logs, dedicated Slack support, and advanced features like AWS PrivateLink.

What this tier adds

Adds 200+ concurrent runs, 25+ team members, 20+ preview branches, billing alerts, and AWS PrivateLink.

Enterprise

Custom

Ideal for

Organization needing custom log retention, priority support, compliance (SOC 2, HIPAA BAA), and SSO.

What this tier adds

Custom pricing with all Pro features plus custom log retention, priority support, RBAC, SOC 2, penetration test report, SSO, and HIPAA BAA add-on.

Integrations

VercelSupabaseNext.jsBunRemixClaude (Anthropic)GitHubAWS PrivateLink

Hidden costs & gotchas

What the public pricing page doesn't put in bold. Captured from pricing-page footnotes, contract terms, and recurring complaints.

  • Going past 200 concurrent runs on Pro costs $10/month per additional 50 runs, which can add up for bursty workloads.
  • Beyond 25 team members on Pro, you pay $20/month per additional seat, so a large team can double your monthly bill.
  • Each run invocation costs $0.000025 ($0.25 per 10k) plus compute per second, so high-volume tasks incur significant usage fees.
  • Log retention beyond 30 days requires an Enterprise plan, so teams needing long audit trails can't stay on Pro.

Where the pricing makes sense

The company stage and team size where Trigger.dev's pricing actually pencils out — and where peers do it cheaper.

Trigger.dev's pricing fits solo devs and small teams who benefit from the generous free tier and affordable Hobby/Pro plans, but per-run and per-second compute costs make it pricier than flat-rate alternatives like BullMQ for high-volume workloads. Compared to Temporal Cloud (which starts at $99/mo plus usage), Trigger.dev is cheaper for low to moderate usage. Compared to Inngest (free tier with 100k invocations/month), Trigger.dev's per-run fee adds up faster.

Setup time & first value

How long it actually takes to get something useful out of Trigger.dev — broken out by persona, not the marketing-page minute.

For a solo developer: ~30 minutes to install the CLI, create a task, and trigger it via the dashboard. For a team integrating with existing codebase: ~1-2 hours to set up the SDK, write tasks, and configure environments. For self-hosting: ~1-2 days to set up Docker/k8s and configure networking.

Switching to or from Trigger.dev

How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.

Migrating in
  • →From Inngest: Rewrite step functions as Trigger.dev tasks using async/await; leverage built-in queuing and cron.
  • →From Temporal: Port workflow code to Trigger.dev's simpler task model; replace Temporal's SDK with Trigger.dev's SDK.
  • →From BullMQ: Move queue logic into Trigger.dev tasks with automatic retries and observability; set up triggers from existing code.
Migrating out
  • ↗To BullMQ: Export tasks as plain async functions and set up your own queue infrastructure; lose built-in observability and retries.
  • ↗To Inngest: Refactor tasks to Inngest's step model; adapt triggering from code to Inngest's SDK.
  • ↗To Temporal: Wrap Trigger.dev task logic into Temporal workflows; gain stronger guarantees and flexibility but more complexity.

Resources & Guides

  • Documentationtrigger.dev

    Docs · Trigger.dev

    Full product docs from trigger.dev

  • Quickstarttrigger.dev

    Quick Start · Trigger.dev

    Get up and running fast from trigger.dev

  • Documentationtrigger.dev

    Ai Agents · Trigger.dev

    Full product docs from trigger.dev

  • Documentationtrigger.dev

    Realtime · Trigger.dev

    Full product docs from trigger.dev

  • Documentationtrigger.dev

    Self Hosting · Trigger.dev

    Full product docs from trigger.dev

  • Resourcetrigger.dev

    Changelog · Trigger.dev

    Helpful link from trigger.dev

  • Resourcetrigger.dev

    Blog · Trigger.dev

    Helpful link from trigger.dev

Frequently Asked Questions

Tools that pair well with Trigger.dev

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

Zhipu GLM

Zhipu GLM

Chinese LLM platform for enterprise agents, MaaS, and open-source models

MetaGPT

MetaGPT

Open-source multi-agent framework for structured AI software development

Poolside AI

Poolside AI

Enterprise open-weight foundation models and agents for high-consequence software engineering.

Featured Head-to-Head Comparisons

Trigger Dev vs Presto Voice

Trigger Dev vs Spider Cloud

Trigger Dev vs Temporal Ai

Alternatives to Trigger.dev

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Zhipu GLM

Zhipu GLM

Chinese LLM platform for enterprise agents, MaaS, and open-source models

FreemiumTry
MetaGPT

MetaGPT

Open-source multi-agent framework for structured AI software development

FreeTry
Poolside AI

Poolside AI

Enterprise open-weight foundation models and agents for high-consequence software engineering.

Contact SalesTry

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Details

Pricing
Freemium
Skill Level
Intermediate
Platforms
Web, API, CLI
API Available
Yes
Content updated
1d ago
Pricing & overview verified
1d ago

Categories

⚙️ Developer Infrastructure🤖 Automation & Agents

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Best AI Workflow Automation & Agent Tools

Topics

AutomationAgentWorkflowOpen SourceCode Generation

Resources

Official WebsiteChangelog
Visit Website
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A 60-second editorial pick. No filler, no funnel — unsubscribe anytime.

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Built for the AI community.