# Hatchet AI visibility in Workflow Orchestration & Durable Execution

Canonical: https://devtune.ai/verticals/workflow-orchestration-and-durable-execution/hatchet

[Website](https://hatchet.run/)

Updated: 2026-10-01T19:11:36.276262+00:00
Prompts: 25
Runs: 6


## Platforms

- google-ai
- perplexity
- bing-copilot-search
- google-ai-mode
- chatgpt-search
- xai-search

Rank: 10
Total brands: 11
Measured responses: 150
Presence percent: 4.666666666666667
Share of voice percent: 1.848998459167951
Average position: 19.833333333333332
Docs presence percent: 2
Blog presence percent: 0.6666666666666667
Brand mention percent: 10.666666666666668


## Profile

Overview: Hatchet is an open-source, developer-first workflow orchestration and durable execution platform built on PostgreSQL. Founded in 2023 and backed by Y Combinator (W24), it provides engineering teams with a unified platform for running background tasks, orchestrating AI agents, and executing mission-critical workflows at scale. Hatchet bundles a durable task queue, DAG-based workflow engine, real-time observability dashboard, alerting, and multi-language SDKs (Python, TypeScript, Go, Ruby) into a single deployable service. Workers run on customer infrastructure while the orchestration engine is available as Hatchet Cloud or as a fully self-hosted deployment requiring only Postgres. The platform processes billions of tasks per month and claims over 100 million tasks per day for AI-first companies.
Product summary: Hatchet is a durable workflow orchestration engine and background task platform built on Postgres. It enables developers to define tasks and workflows as code, execute them with fault tolerance and automatic retries, and observe them through a real-time dashboard. It is available as a managed cloud service or a self-hosted open-source deployment.


### Key capabilities

- Durable task queue built on PostgreSQL with exactly-once semantics and persistent event log
- DAG-based workflow orchestration with automatic parent-to-child output routing
- Durable execution with automatic checkpointing, replay, and resumption after failure
- Per-user/per-tenant concurrency control and rate limiting with Group Round Robin fairness
- Cron scheduling, one-time future scheduling, and durable sleep
- Real-time web dashboard with workflow visualization, logging, and alerting
- Multi-language SDKs: Python, TypeScript, Go, Ruby
- Auto-retry with configurable retry policies and timeout handling
- Event-driven triggers and human-in-the-loop signaling (event waits)
- Self-hostable with minimal infra (Postgres only); 100% MIT-licensed open source



### Target users

- Application engineers and backend developers at fast-growing startups
- AI/ML engineering teams building agentic and LLM-powered applications
- Platform and infrastructure engineers managing distributed background job systems
- DevOps and SRE teams requiring durable, observable task execution
- Companies processing large-scale document, data, or media workloads
- Engineering teams migrating off Celery, BullMQ, or Sidekiq to a more observable platform



### Key use cases

- AI agent orchestration with durable state and guardrails
- Massive parallel document ingestion and indexing pipelines (RAG, vector DB updates)
- Background task management replacing Celery, BullMQ, or Sidekiq
- Multi-tenant SaaS workload fairness and rate limiting
- GPU job scheduling and batching
- Long-running mission-critical workflows requiring fault tolerance
- Event-driven microservice coordination
- Cron-based data pipelines and scheduled batch processing

Integrations ecosystem: Hatchet supports deployment of workers on Kubernetes, Porter, Railway, Render, AWS ECS, and any Docker-compatible container platform. The engine exposes OpenTelemetry support for tracing and metrics export. Alerting integrates with Slack and email. Prometheus metrics are natively supported. SDKs are published for Python, TypeScript/JavaScript, Go, and Ruby. The orchestration engine requires only PostgreSQL as an infrastructure dependency, enabling straightforward integration with existing Postgres-backed stacks. A CLI tool supports local development. An MCP (Model Context Protocol) server for the docs is available for AI coding agents such as Cursor and Claude.
Pricing summary: Hatchet Cloud offers four tiers: Developer (free + $10/1M task runs after first 100K included); Team ($500/month + usage, 10 users, 3-day retention, 500 RPS); Scale ($1,000/month + usage, unlimited users, 7-day retention, HIPAA/audit logs); Enterprise (custom, with latency guarantees, SSO/SAML, bring-your-own-cloud, dedicated support). Annual billing saves 20%. The open-source self-hosted version is 100% MIT-licensed and free.
Review summary: No aggregate review data from platforms such as G2 or Gartner Peer Insights was found for Hatchet at time of research. Qualitative sentiment from the developer community (GitHub, Discord, Hacker News) is generally positive, noting ease of setup, code-first developer experience, and strong observability features. Customer testimonials highlight significant reductions in failed runs and dramatic processing time improvements.
Competitive positioning: Hatchet positions itself as a developer-first, code-native orchestration engine that unifies durable task queues, DAG-based workflow orchestration, and AI agent orchestration into a single Postgres-backed platform. Unlike Temporal, which is narrowly focused on durable execution with support for multiple database backends, Hatchet covers a wider array of use-cases including multiple queueing strategies, rate limiting, DAG features, conditional triggering, and streaming. Compared to DAG-centric data platforms like Prefect or Airflow, Hatchet targets application engineers rather than data engineers, emphasizing low latency (<20ms task start), high throughput, and tight SDK integration. It differentiates from library-based queues (Celery, BullMQ) through persistent observability and a built-in real-time dashboard. Its 100% MIT-licensed open-source codebase and minimal infrastructure requirements (Postgres only) are a deliberate self-hosting advantage.
Limitations: Hatchet targets throughput up to ~10k tasks/second with retention; the GitHub README notes that library-based queues like BullMQ/Celery may be preferable for >10k/s workloads without retention requirements. Data retention windows are tier-gated (no retention on free, 3 days on Team, 7 days on Scale). The platform does not natively support non-Postgres result stores (unlike Temporal which supports Cassandra, MySQL, SQLite). As a small, early-stage startup (~6 employees), long-term enterprise support capacity and feature velocity relative to larger vendors is a consideration. No publicly verifiable G2/analyst review data was found at research time.


### Source urls

- https://hatchet.run/
- https://docs.hatchet.run/v1
- https://github.com/hatchet-dev/hatchet
- https://hatchet.run/pricing
- https://hatchet.run/customers/greptile
- https://hatchet.run/customers/aevy
- https://www.ycombinator.com/companies/hatchet-run
- https://www.ycombinator.com/companies/hatchet-run/jobs/SNpCmgI-founding-engineer

Reviewed at: 2026-04-28T23:28:59.958+00:00


### Customer outcomes

| Customer | Summary | Metric |
| --- | --- | --- |
| Greptile | Adopted Hatchet to scale codebase indexing workflows with improved durability and visibility. Failed workflow runs were reduced by 50% and the team doubled their user base in two weeks after switching. | 50% reduction in failed runs |
| Aevy | Used Hatchet to orchestrate parallel AI document processing for critical infrastructure (solar and wind farms). Processing time for large asset document sets was cut from nearly a week to under one hour. | Processing time cut from ~1 week to <1 hour for 50,000 documents |



### Reviews breakdown





### Review themes



#### Praised

- Code-first, language-native SDK design
- Simple self-hosting with Postgres only
- Real-time dashboard visibility and DAG visualization
- Strong durability and automatic retry behavior
- Low task start latency (<20ms)
- Responsive founders and community support via Discord
- MIT open-source license with feature parity to cloud



#### Criticized

- Small team limits enterprise support capacity
- Data retention windows are tier-gated (short on lower plans)
- Not ideal for very high throughput (>10k/s) without retention
- Limited to Postgres backend (no Cassandra/MySQL alternative)
- Fewer native data connector integrations vs. data-platform competitors




### Company facts

Founded year: 2023
Hq: San Francisco, CA / New York, NY, USA


#### Founders

- Alexander Belanger
- Gabriel Ruttner

Employees range: 1-10
Total funding: ~$5.7M
Valuation: Not available
Arr: Not available
Customer count: Thousands of engineers; hundreds of comp
Status: Private


Readiness: Not available


## Ranking

| Display name | Pair count | Total pairs | Presence percent | Avg position |
| --- | --- | --- | --- | --- |
| Temporal | 72 | 150 | 48 | 19.255144032921812 |
| Inngest | 45 | 150 | 30 | 23.185185185185187 |
| Restate | 30 | 150 | 20 | 21.225806451612904 |
| AWS Step Functions | 28 | 150 | 18.666666666666668 | 26.18 |
| Prefect | 18 | 150 | 12 | 31.357142857142858 |
| Trigger.dev | 18 | 150 | 12 | 35.55813953488372 |
| Kestra | 15 | 150 | 10 | 32.121212121212125 |
| Orkes | 9 | 150 | 6 | 31.88888888888889 |
| Camunda | 8 | 150 | 5.333333333333334 | 62.57692307692308 |
| Hatchet | 7 | 150 | 4.666666666666667 | 19.833333333333332 |
| Windmill | 6 | 150 | 4 | 27.833333333333332 |



## Platform breakdown

| Platform | Prompt count | Presence rate |
| --- | --- | --- |
| google-ai | 0 | 0 |
| perplexity | 2 | 8 |
| bing-copilot-search | 0 | 0 |
| google-ai-mode | 0 | 0 |
| chatgpt-search | 4 | 16 |
| xai-search | 1 | 4 |



## Strengths

| Prompt text | Platform count | Avg position |
| --- | --- | --- |
| Looking for a workflow orchestration platform with a visual workflow replay UI so on-call engineers can debug a failed run without reading raw logs — what are my options? | 1 | 1 |
| Which durable workflow tools have self-hosted options that are straightforward to deploy on a single server for a team not ready for managed services? | 1 | 3 |



## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| Which workflow orchestration platforms can scale to millions of concurrent workflow executions without degrading scheduler throughput? | 5 |
| I need a workflow engine that supports saga patterns for distributed transactions with automatic compensation on failure — what are my options? | 5 |
| Which durable workflow platforms support TypeScript-native workflows with strong type safety and IDE autocomplete? | 5 |
| Which durable workflow platforms handle partial outages gracefully by resuming in-progress executions automatically when the system recovers? | 5 |
| What durable execution tools guarantee at-least-once execution and idempotency so workflows never silently drop work in a distributed system? | 5 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 1 |
| Developer Experience | 5 | 1 |
| Integrations & Ecosystem | 5 | 2 |
| Performance & Reliability | 5 | 1 |
| Setup & First Run | 5 | 1 |



## Prompt results

- Prompt text: What workflow orchestration platforms offer a managed cloud service with minimal ops overhead for a 10-person backend team?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| AWS Step Functions | 2 |
| Kestra | 4 |



##### Bing-copilot-search





##### Google-ai-mode





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Prefect | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Prefect | 1 |
| Temporal | 36 |
| AWS Step Functions | 44 |
| Kestra | 76 |


- Prompt text: Which workflow orchestration platforms can scale to millions of concurrent workflow executions without degrading scheduler throughput?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Temporal | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Temporal | 2 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| AWS Step Functions | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 3 |
| Orkes | 4 |
| Prefect | 26 |
| Inngest | 29 |
| AWS Step Functions | 56 |
| Kestra | 65 |


- Prompt text: I need a workflow engine that supports saga patterns for distributed transactions with automatic compensation on failure — what are my options?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Temporal | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| AWS Step Functions | 3 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| AWS Step Functions | 3 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| AWS Step Functions | 1 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Orkes | 14 |
| Temporal | 17 |
| Camunda | 30 |


- Prompt text: Looking for a workflow orchestration platform with a visual workflow replay UI so on-call engineers can debug a failed run without reading raw logs — what are my options?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: 1
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Temporal | 3 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Trigger.dev | 2 |
| Temporal | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Hatchet | 1 |
| Windmill | 2 |
| Temporal | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Orkes | 5 |
| Temporal | 11 |
| Prefect | 43 |
| Camunda | 83 |


- Prompt text: Looking for a workflow platform with strong LLM provider integrations for building AI agent pipelines with retry logic and state persistence — what should I look at?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 2 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Trigger.dev | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Temporal | 3 |


- Prompt text: Which durable workflow platforms support TypeScript-native workflows with strong type safety and IDE autocomplete?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Trigger.dev | 4 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 3 |
| Restate | 5 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Restate | 1 |
| Prefect | 2 |
| Inngest | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Trigger.dev | 1 |
| Inngest | 2 |
| Temporal | 3 |
| Restate | 4 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Restate | 26 |
| Inngest | 28 |
| Trigger.dev | 42 |


- Prompt text: Which durable workflow platforms support versioning workflows so you can deploy code changes without breaking in-flight executions?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Restate | 6 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Restate | 5 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Restate | 1 |



##### Chatgpt-search





##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Restate | 13 |
| AWS Step Functions | 28 |
| Camunda | 35 |
| Orkes | 66 |


- Prompt text: Which durable workflow platforms handle partial outages gracefully by resuming in-progress executions automatically when the system recovers?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Temporal | 3 |
| Inngest | 5 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Restate | 3 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Orkes | 1 |
| Temporal | 2 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Restate | 2 |
| AWS Step Functions | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Restate | 19 |
| Inngest | 22 |
| AWS Step Functions | 27 |
| Orkes | 36 |


- Prompt text: Which workflow orchestration platforms integrate natively with event streaming platforms to trigger workflows from topic messages?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Kestra | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Prefect | 3 |



##### Bing-copilot-search





##### Google-ai-mode





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Kestra | 1 |
| Prefect | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 6 |
| Prefect | 26 |
| Camunda | 45 |


- Prompt text: What durable execution tools have the best local development experience so engineers can step through a long-running workflow without deploying to a staging environment?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Inngest | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Temporal | 3 |
| Restate | 4 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| AWS Step Functions | 6 |



##### Google-ai-mode





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Restate | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 17 |
| Restate | 23 |


- Prompt text: What durable execution tools work well with serverless compute platforms so individual workflow steps run as isolated functions without dedicated workers?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| AWS Step Functions | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Restate | 1 |
| Inngest | 3 |



##### Bing-copilot-search





##### Google-ai-mode





##### Chatgpt-search





##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 15 |
| AWS Step Functions | 16 |
| Restate | 24 |


- Prompt text: What workflow orchestration tools do platform teams recommend for reducing the custom infrastructure a product team needs to build for reliable background jobs?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Trigger.dev | 4 |
| Kestra | 6 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 1 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 46 |


- Prompt text: What durable execution tools guarantee at-least-once execution and idempotency so workflows never silently drop work in a distributed system?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: 4
Xai-search: 27



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 4 |
| Restate | 6 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| AWS Step Functions | 1 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 1 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| AWS Step Functions | 2 |
| Inngest | 3 |
| Hatchet | 4 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Orkes | 22 |
| Restate | 25 |
| Hatchet | 27 |
| Inngest | 30 |
| Prefect | 43 |
| AWS Step Functions | 68 |


- Prompt text: What's the easiest durable workflow platform to adopt for a backend team tired of managing unreliable cron jobs and retry logic from scratch?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Trigger.dev | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Trigger.dev | 3 |
| Temporal | 4 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Kestra | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Restate | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 2 |
| Inngest | 6 |
| Trigger.dev | 64 |


- Prompt text: Which durable workflow tools have self-hosted options that are straightforward to deploy on a single server for a team not ready for managed services?


#### Brand position by platform

Google-ai: Not available
Perplexity: 3
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Kestra | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Restate | 1 |
| Hatchet | 3 |
| Temporal | 5 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| AWS Step Functions | 1 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Windmill | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 3 |
| Prefect | 11 |
| AWS Step Functions | 14 |
| Windmill | 16 |
| Kestra | 23 |
| Restate | 32 |
| Inngest | 33 |
| Camunda | 85 |


- Prompt text: Which platforms handle long-running workflows that can sleep for days or months and resume exactly where they left off after an external event?


#### Brand position by platform

Google-ai: Not available
Perplexity: 5
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Trigger.dev | 4 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 4 |
| Hatchet | 5 |
| AWS Step Functions | 6 |



##### Bing-copilot-search





##### Google-ai-mode





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Temporal | 2 |
| AWS Step Functions | 3 |



##### Xai-search




- Prompt text: Which durable execution platforms handle fan-out scenarios where a parent workflow spawns thousands of child tasks and waits for all results?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| AWS Step Functions | 1 |
| Temporal | 2 |
| Restate | 6 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| AWS Step Functions | 4 |



##### Google-ai-mode





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| AWS Step Functions | 1 |
| Temporal | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Restate | 13 |
| AWS Step Functions | 24 |


- Prompt text: Which workflow orchestration tools integrate with observability platforms so traces span across workflow steps and external API calls?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: 3
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Prefect | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Prefect | 4 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Kestra | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Temporal | 2 |
| Hatchet | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Kestra | 22 |
| Prefect | 26 |
| Temporal | 36 |
| Camunda | 66 |


- Prompt text: What workflow orchestration tools support human-in-the-loop workflows where execution pauses indefinitely until a person approves the next step?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 2 |
| AWS Step Functions | 4 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 1 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| AWS Step Functions | 2 |
| Inngest | 4 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Orkes | 1 |
| Temporal | 9 |
| AWS Step Functions | 13 |
| Camunda | 28 |


- Prompt text: Which workflow platforms have the lowest latency for triggering a new workflow execution in response to an inbound webhook event?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Kestra | 3 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Prefect | 3 |



##### Chatgpt-search





##### Xai-search

| Display name | Position |
| --- | --- |
| Trigger.dev | 62 |


- Prompt text: Which workflow orchestration platforms let developers write workflows in plain code without learning a proprietary DSL or YAML configuration?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Windmill | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Prefect | 1 |



##### Bing-copilot-search





##### Google-ai-mode





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Restate | 1 |
| Inngest | 2 |
| Windmill | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Prefect | 2 |
| Temporal | 4 |
| Kestra | 16 |


- Prompt text: What orchestration tools are battle-tested for production use at high scale — which ones do high-growth startups rely on for mission-critical workflows?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 5 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Prefect | 4 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 6 |
| Orkes | 21 |
| AWS Step Functions | 77 |


- Prompt text: I'm evaluating durable execution platforms for a startup with complex multi-step background jobs — which ones have the fastest time to value?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Kestra | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Trigger.dev | 1 |
| Inngest | 2 |
| Restate | 5 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 2 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Trigger.dev | 1 |
| Inngest | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Restate | 3 |
| Inngest | 5 |
| Trigger.dev | 55 |


- Prompt text: Which workflow orchestration tools can a Node.js team integrate into an existing codebase without rewriting their business logic?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Inngest | 1 |
| Temporal | 4 |
| Restate | 8 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 2 |
| Restate | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Trigger.dev | 14 |
| Temporal | 26 |
| Windmill | 34 |
| Kestra | 35 |
| Inngest | 41 |


- Prompt text: What durable workflow platforms support scheduling and cron-like triggers natively so teams can replace job schedulers without adding another tool?


#### Brand position by platform

Google-ai: Not available
Perplexity: Not available
Bing-copilot-search: Not available
Google-ai-mode: Not available
Chatgpt-search: 3
Xai-search: Not available



#### Platform rows



##### Google-ai

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Trigger.dev | 4 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Inngest | 3 |
| Restate | 5 |



##### Bing-copilot-search





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Restate | 1 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Trigger.dev | 2 |
| Hatchet | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Temporal | 1 |
| Trigger.dev | 20 |
| Inngest | 31 |
| Prefect | 34 |
| Camunda | 65 |





## Top sources

| Url | Title | Domain | Logo url | Source vertical | Content type | Citation count | Last30d count |
| --- | --- | --- | --- | --- | --- | --- | --- |
| https://hatchet.run/platform/durable-execution | Durable Execution | hatchet.run | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/03532991-115e-41fd-9ba3-740599ce8ac3/75089e3bd00d7bc3899ca82b9c07cc72ee7743f2.png | commercial | product_page | 7 | 7 |
| https://docs.hatchet.run/v1/durable-execution | Durable Execution - Hatchet Documentation | docs.hatchet.run | Not available | commercial | documentation | 3 | 3 |
| https://hatchet.run/use-cases/cron-jobs | Cron Jobs | hatchet.run | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/03532991-115e-41fd-9ba3-740599ce8ac3/75089e3bd00d7bc3899ca82b9c07cc72ee7743f2.png | commercial | documentation | 3 | 3 |
| https://docs.hatchet.run/v1/from-temporal-to-hatchet | From Temporal to Hatchet - Hatchet Documentation | docs.hatchet.run | Not available | commercial | documentation | 2 | 2 |
| https://docs.hatchet.run/self-hosting/docker-compose | Docker Compose - Hatchet Documentation | docs.hatchet.run | Not available | commercial | documentation | 1 | 1 |
| https://docs.hatchet.run/self-hosting | Self-Hosting the Hatchet Control Plane - Hatchet Documentation | docs.hatchet.run | Not available | commercial | documentation | 1 | 1 |
| https://github.com/hatchet-dev/hatchet | GitHub - hatchet-dev/hatchet: 🪓 An orchestration engine for background tasks, AI agents, and durable workflows · GitHub | github.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/03532991-115e-41fd-9ba3-740599ce8ac3/1f124f5566b0d74ee2832a84d3dbe9c20cc287d3.png | commercial | documentation | 1 | 1 |
| https://hatchet.run/blog/durable-execution | Hatchet · How to think about durable execution | hatchet.run | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/03532991-115e-41fd-9ba3-740599ce8ac3/75089e3bd00d7bc3899ca82b9c07cc72ee7743f2.png | commercial | blog_post | 1 | 0 |



## Response excerpts

| Prompt text | Platform | Excerpt |
| --- | --- | --- |
| What durable execution tools have the best local development experience so engineers can step through a long-running workflow without deploying to a staging environment? | google-ai-mode | Why it solves your pain: Hatchet sits nicely between the lightweight serverless options and Temporal. |
| Which durable workflow tools have self-hosted options that are straightforward to deploy on a single server for a team not ready for managed services? | perplexity | For a team that wants durable workflows on one server, Restate looks like the simplest fit; Hatchet is another approachable option, while Temporal is self-hostable but brings a heavier stack. |
| Which platforms handle long-running workflows that can sleep for days or months and resume exactly where they left off after an external event? | perplexity | Hatchet — supports waiting for external events or sleeping for days, then resuming even after workers restart. |



## Competitor excerpts

| Platform | Competitor name | Excerpt |
| --- | --- | --- |
| google-ai | Temporal | Temporal (and Uber Cadence) * How it works: Temporal is a distributed, scalable stateful execution engine derived from Uber Cadence. |
| perplexity | Temporal | The clearest candidates in the available sources are Temporal and Netflix Conductor: - Temporal — Its documentation says a Temporal Application can support “millions to billions” of workflow executions running concurrently. |
| google-ai-mode | Inngest | * Inngest approaches durable execution by making workflows feel like standard, linearly executed functions rather than rigid state machines. |
| google-ai-mode | Temporal | Temporal Docs +2 The tools with the best local development experiences for stepping through long-running workflows without needing a staging environment are categorized below by how they handle local iteration. |
| chatgpt-search | Temporal | Temporal is the clearest fit if “millions concurrent” means millions of _open workflow instances_. |
| chatgpt-search | AWS Step Functions | AWS Step Functions: supports 1M open Standard executions/account/region by default, with increases into the millions; Express has different scaling characteristics. |
| google-ai | Temporal | Temporal * How it handles Sagas: Temporal doesn't have a rigid "saga object," but its durable execution model makes writing Sagas natural. |
| perplexity | Temporal | \| Option \| Good fit \| How compensation works \| \|---\|---\|---\| \| Temporal \| Long-running, code-first workflows; durable execution across worker or service outages \| Define a compensation for each side-effecting step. |
| perplexity | AWS Step Functions | [1][2] \| \| AWS Step Functions \| AWS-centric or serverless systems \| Model the orchestration as a state machine, with error handling that routes failures through compensating steps—for example, reverting payment or inventory changes. |
| bing-copilot-search | AWS Step Functions | If you need a workflow engine with built‑in saga support and automatic compensation, the leading options are Temporal, Netflix Conductor, and AWS Step Functions. |
| google-ai-mode | Temporal | Temporal: An open-source (and managed cloud) durable execution system where workflows are written as standard code (Go, Java, Python, TypeScript, .NET). |
| chatgpt-search | AWS Step Functions | AWS Step Functions — managed state-machine orchestration; `Catch`/retry paths can invoke compensating operations. |



## Trend

Visibility delta: -3.6000000000000005
Avg position delta: -1.2999999999999998
Citation count delta: -7