AI visibility report
AI visibility report for Inngest in Open Source Commercial / OSS Infrastructure.
Outside the top three on 8 of the 25 prompts buyers actually ask.
Deno is cited on 4 of those losses.
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Track Inngest across these prompts daily.
Start free trialStill absent from 99.3% of tracked prompt responses
Top-3 citations across 150 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
Gemini Search
Perplexity
ChatGPT
Bing Copilot
Google AI Mode
GrokHow to read this. Inngest appears in 0.7% of tracked prompt responses. Presence is absolute coverage; share of voice is relative citation share; sentiment measures tone only when the brand appears.
Where Inngest is losing
Prompts where competitors are visible and Inngest is not.
These prompt-level losses are the first prompts to track and repair.
Where Inngest is winning1
What durable workflow platforms have the best debugging experience for failed mid-execution jobs — which ones surface errors clearly and support smart retries?
Avg # 2.0 · 1 platform
Where Inngest is losing5
Which alternative JavaScript runtimes have the most mature ecosystems — which ones have production-ready database drivers, ORMs, and observability libraries?
Competitors on 2 platforms
Track this promptI'm evaluating web-based desktop app frameworks versus native UI toolkits — which ones get closest to native performance and OS integration?
Competitors on 2 platforms
Track this promptWhat are the best JavaScript runtimes for migrating an existing Node.js app — which ones have the fewest compatibility gotchas on day one?
Competitors on 1 platform
Track this promptI'm evaluating durable workflow and background job orchestration platforms — which ones require the least infrastructure to get your first workflow running?
Competitors on 1 platform
Track this promptWhich WASM-based serverless platforms have the best cold start performance compared to container-based functions — is the latency improvement meaningful for production?
Competitors on 1 platform
Track this prompt
Track Inngest daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
Overview
Inngest is an open-source durable execution and workflow orchestration platform founded in 2021 and headquartered in San Francisco. It enables developers to write reliable, multi-step background functions—including AI pipelines, scheduled jobs, and event-driven workflows—without managing queues, worker processes, or infrastructure state. By wrapping code in step primitives, Inngest automatically handles retries, concurrency, throttling, and observability. SDKs are available for TypeScript/JavaScript, Python, Go, and Kotlin/Java, and functions deploy alongside existing applications on Vercel, AWS Lambda, Cloudflare Workers, or self-hosted environments. The platform is used in production by companies including Replit, SoundCloud, Cohere, ElevenLabs, TripAdvisor, and GitBook, and processes billions of workflow executions monthly.
Inngest is a developer platform for building durable, event-driven workflows and AI agents. Developers wrap functions in step primitives via SDK; Inngest's orchestration engine manages queuing, state persistence, automatic retries with exponential backoff, and flow control (concurrency, throttling, prioritization, batching, debouncing) without requiring any additional infrastructure. A one-command local dev server provides hot-reloading and a visual trace UI for rapid iteration. In production, Inngest calls developer-owned HTTP endpoints on serverless or traditional hosts, handling scheduling and execution durability transparently. The platform also ships AgentKit for multi-agent AI orchestration, bulk Replay for failure recovery, and enterprise-grade security (SOC 2, HIPAA BAA, E2E encryption, SSO/SAML).
Key Facts
- Founded
- 2021
- HQ
- San Francisco, CA, USA
- Founders
- Tony Holdstock-Brown, Dan Farrelly
- Employees
- 11-50
- Funding
- ~$34M
- ARR
- ~$2.5M
- Status
- Private
Target users
Key Capabilities10
- Durable step-function execution with per-step automatic retries and checkpointing
- Flow control primitives: concurrency limits, throttling, rate limiting, priority queues, debouncing, and event batching
- Event-driven triggers: webhooks, API events, cron/scheduled jobs, and inter-function invocation
- Multi-language SDKs: TypeScript/JavaScript, Python, Go, Kotlin/Java
- One-command local development server with real-time traces and event browser
- Bulk Replay and bulk cancellation for mass failure recovery without dead-letter queues
- AgentKit for building multi-agent AI networks with deterministic routing and MCP tooling
- SOC 2 compliance, HIPAA BAA, E2E encryption middleware, SSO/SAML, and RBAC
- Self-hostable open-source core (Go server + embedded SQLite/Redis, upgradeable to Postgres)
- Observability: structured logs, real-time execution traces including LLM prompt/response pairs, and exportable metrics
Key Use Cases7
- AI agent and multi-step LLM pipeline orchestration
- Background jobs and scheduled/cron task execution
- Event-driven webhook processing and third-party integration workflows
- Data ingestion, transformation, and pipeline orchestration
- User-facing workflow engines embedded in SaaS products
- Long-running, multi-step business process automation
- Multi-tenant application flow control and noisy-neighbor isolation
Inngest customer outcomes
50x faster processing; monthly cost reduced from $2,800 to <$100
Replaced Google Cloud Composer with Inngest for financial data pipelines in a single JavaScript codebase integrated with Vercel. Data processing speed and infrastructure cost improved dramatically after migration.
Deployed within 1 week; significant reduction in developer context switching
Migrated video generation and transcoding workflows to Inngest, enabling developers to write pure business logic without managing queues, workers, or retry infrastructure. Context switching and bus-factor risk decreased significantly.
Recent Trend
How AI describes Inngest3
Inngest : The undisputed leader in "zero infrastructure" setups.
What commercial OSS infrastructure projects offer the best enterprise support model — which ones have reliable SLAs when the open-source community can't respond fast enough?
...of executions per second) and scale past bottlenecks are Temporal , Camunda , AWS Step Functions , and Inngest . These platforms offer robust state management, exactly-once execution, and the ability to scale workers independen...
Which durable workflow platforms handle fan-out patterns well — which ones can spawn thousands of parallel child workflows and aggregate results without hitting limits?
Based on current durable execution platforms, Temporal and Inngest are widely considered to offer the best debugging experiences for failed, mid-execution jobs due to their ability to provide deep visibility into step-level states, visual track...
What are the best type-safe end-to-end API frameworks for TypeScript — which ones give you autocomplete and validation across the stack with minimal boilerplate?
Most cited sources1
Alternatives in Open Source Commercial / OSS Infrastructure6
Inngest positions itself as a developer-experience-first durable execution and workflow orchestration platform that eliminates the need for separate queue infrastructure.
- Against heavyweight competitors like Temporal, Inngest emphasizes zero-infrastructure setup, native serverless/edge deployment (Vercel, AWS Lambda, Cloudflare Workers), and a step-function model built on ordinary language primitives rather than custom runtime proxies.
- Against traditional queues (SQS, BullMQ, Kafka), it offers built-in state management, automatic retries, observability, and flow control as first-class features.
- Its open-source core plus managed cloud service creates a PLG motion targeting individual developers before expanding to enterprise accounts.
Reviews
Praised
- Best-in-class developer experience for background jobs
- Step function model with per-step checkpointing eliminates duplicate execution on retry
- Local dev server with real-time visual traces and event browser
- Zero infrastructure setup — no queues, workers, or state machines to manage
- Dramatic reduction in boilerplate and context switching vs. raw queues
- Strong built-in observability including LLM prompt/response traces
- Generous free tier suitable for development and small production apps
Criticized
- Vendor lock-in risk from proprietary step.run API pattern
- Serverless HTTP model can introduce cold-start latency between steps
- Per-step pricing can become expensive at very high execution volumes
- Short trace retention on lower plans (24 hours free, 7 days Pro)
- 1,000-step-per-function hard limit can be reached in looping patterns
Developer sentiment in community channels (Hacker News, BuildPilot) is consistently positive around Inngest's developer experience, citing the step-function model, zero-infrastructure setup, and the local dev server as standout strengths. The most frequent praise covers how dramatically it reduces boilerplate code and context switching compared to raw queues. Critical feedback centers on vendor lock-in risk from proprietary step APIs, potential latency from the HTTP-based serverless execution model, and per-step pricing that can scale unexpectedly for high-volume workloads. No verified aggregated scores on G2 or Gartner Peer Insights were found.
Pricing
Hobby (free, no credit card): 50,000 executions/month, 5 concurrent steps, 3 users, 24-hour trace retention, community support.
- Pro
starts at $75/month including 1M executions, 100 concurrent steps, 15 users, 7-day trace retention, granular metrics; additional executions billed at $50/1M (tiered).
- Enterprise
custom executions, 500–50,000 concurrent steps, 90-day trace retention, SAML/RBAC/audit trails, dedicated Slack support, exportable observability, SLAs—pricing on request. Usage-based add-ons: Datadog/advanced observability integration adds $300/month on Pro; HIPAA BAA available as a Pro add-on.
Limitations
- Free plan caps sleep duration at 7 days and trace/log retention at 24 hours; Pro plan retains traces for 7 days (90 days on Enterprise).
- Functions are capped at 1,000 steps per run, function run state is limited to 32MB, and individual step payloads are capped at 4MB.
- The HTTP-based execution model means serverless cold starts can introduce latency on step invocations.
- Per-step execution pricing can become significant at very high volumes.
- Vendor lock-in risk exists because the step.run API pattern is proprietary and not easily portable to other orchestration systems.
- Concurrency is limited to 5 on the free plan and 100 on the base Pro plan, requiring upgrades for high-throughput workloads.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | Perplexity | ChatGPT | Bing Copilot | Gemini Search | Google AI Mode | Grok |
|---|---|---|---|---|---|---|
Capability0/5 cited (0%) | ||||||
What are the real limitations of WebAssembly runtimes for server workloads — which types of applications are not a good fit for WASM-based deployment? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which durable workflow platforms handle fan-out patterns well — which ones can spawn thousands of parallel child workflows and aggregate results without hitting limits? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which alternative JavaScript runtimes offer the best file system and native API access compared to Node.js — where do the gaps matter most for real apps? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which lightweight SSR web frameworks can handle complex auth flows, middleware chains, and database access without handing off to a separate backend? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
I'm evaluating web-based desktop app frameworks versus native UI toolkits — which ones get closest to native performance and OS integration? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
Developer Experience1/5 cited (20%) | ||||||
What are the best edge-first web frameworks compared to traditional SSR frameworks — how do they differ on routing, data loading, and deployment experience? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which schema validation libraries work well across both frontend forms and backend API validation — which ones let you share schemas without duplication? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What durable workflow platforms have the best debugging experience for failed mid-execution jobs — which ones surface errors clearly and support smart retries? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand was cited | A competitor was cited | Neither your brand nor a competitor was cited |
Which alternative JavaScript runtimes have the best npm ecosystem compatibility — which ones let you use existing packages without frequent incompatibilities? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which lightweight edge server-side frameworks have the fastest hot-reload and local iteration cycle — is the feedback loop noticeably better than traditional Node.js? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Integrations & Ecosystem0/5 cited (0%) | ||||||
Which modern OSS web frameworks support the most deployment targets — edge runtimes, containers, and serverless functions without major code changes? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which type-safe API frameworks integrate best with popular frontend data-fetching libraries — which ones give you full end-to-end type safety without extra code generation? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What tools help evaluate the long-term sustainability of OSS infrastructure projects — how do you assess risk when the commercial company behind one pivots or gets acquired? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which durable workflow platforms integrate best with event-driven architectures — which ones let you trigger workflows from message queues and publish results back to a stream? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which alternative JavaScript runtimes have the most mature ecosystems — which ones have production-ready database drivers, ORMs, and observability libraries? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Performance & Reliability0/5 cited (0%) | ||||||
Which WASM-based serverless platforms have the best cold start performance compared to container-based functions — is the latency improvement meaningful for production? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which durable workflow platforms perform best under high throughput — which ones scale past the bottlenecks when you need thousands of workflow executions per second? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What commercial OSS infrastructure projects offer the best enterprise support model — which ones have reliable SLAs when the open-source community can't respond fast enough? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which lightweight JS runtimes have the best memory efficiency compared to Node.js — does the difference matter enough for cost optimization in containerized deployments? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which modern alternative JavaScript runtimes are actually faster than Node.js for HTTP server workloads — what do realistic benchmarks show? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Setup & First Run0/5 cited (0%) | ||||||
What are the best JavaScript runtimes for migrating an existing Node.js app — which ones have the fewest compatibility gotchas on day one? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
I'm evaluating durable workflow and background job orchestration platforms — which ones require the least infrastructure to get your first workflow running? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
Which frameworks let you package a web app as a native desktop app using web technologies — how do they handle Windows and Linux build differences? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What are the best type-safe end-to-end API frameworks for TypeScript — which ones give you autocomplete and validation across the stack with minimal boilerplate? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
What WASM runtimes support deploying serverless functions in production — which platforms cover the full path from writing a function to running it at the edge? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Turn this matrix into daily prompt monitoring.
Track prompt changesVertical Ranking
| # | Brand | PresencePres. | Share of VoiceSoV | DocsDocs | BlogBlog | MentionsMent. | Avg PosPos | Sentiment |
|---|---|---|---|---|---|---|---|---|
| 1 | Deno | 2.7% | 29.6% | 2.7% | 0.0% | 0.0% | #2.8 | +0.67 |
| 2 | Bun | 2.0% | 18.5% | 2.0% | 0.0% | 0.0% | #1.4 | +0.77 |
| 3 | Temporal | 2.0% | 18.5% | 0.7% | 1.3% | 15.3% | #2.4 | +0.57 |
| 4 | Remix | 0.7% | 3.7% | 0.0% | 0.0% | 8.7% | #2.0 | +0.45 |
| 5 | Inngest | 0.7% | 7.4% | 0.0% | 0.0% | 5.3% | #2.5 | +0.60 |
| 6 | tRPC | 0.7% | 3.7% | 0.0% | 0.0% | 8.0% | #3.0 | +0.35 |
| 7 | Tauri | 0.7% | 7.4% | 0.0% | 0.0% | 6.7% | #3.5 | +0.60 |
| 8 | Wasmer | 0.7% | 11.1% | 0.0% | 0.7% | 5.3% | #5.0 | +0.60 |
| 9 | Astro | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 10 | Fermyon | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 11 | Hono | 0.0% | 0.0% | 0.0% | 0.0% | 14.0% | — | — |
| 12 | Zod | 0.0% | 0.0% | 0.0% | 0.0% | 8.7% | — | — |
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