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Softr VS GraphPilot

Compare Softr VS GraphPilot and see what are their differences

Softr

The AI app builder for business operations

Rating
0 reviews
Pricing
Freemium Free trial $19 / Monthly (Unlimited Apps, Databases, Workflows, Agents, and Forms)
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Alternatives Is it good?
GraphPilot

GraphPilot is a managed edge cache for GraphQL and plain HTTP APIs that purges cached responses automatically when a GraphQL mutation returns an object they contain.

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Rating
0 reviews
Pricing
Freemium €149 / Monthly (Jet plan, 500K request units/mo, excl. VAT)
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Alternatives Is it good?
Umso
The Website Builder for Startups sponsored
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Based on our record, Softr seems to be more popular. It has been mentioned 37 times since March 2021.

social mentions
37 vs 0
No Code popularity
100% vs 0%
alternatives listed
240+ vs 1

Base details

Website, pricing, platforms and company facts side by side.

Softr
GraphPilot
Website softr.io graphpilot.io
Pricing
Freemium Free trial $19 / Monthly (Unlimited Apps, Databases, Workflows, Agents, and Forms) Official pricing
Freemium €149 / Monthly (Jet plan, 500K request units/mo, excl. VAT) Official pricing
Platforms —
Web SaaS MacOS Linux Windows +2
Company Startup from Germany · 50 - 99 employees · 2019 Startup from Germany · 1 - 9 employees · 2026
Listed in
Application Builder AI Tools Databases Workflow Automation Forms And Surveys AI Agents No Code +4
GraphQL Content Distribution CDN Caching API Tools Developer Tools API Web Application Security +5

About Softr and GraphPilot

In their own words, as submitted to SaaSHub.

Softr
GraphPilot

Softr is the AI app builder for business operations. Build secure internal tools and portals with databases, workflow automation, and integrations included. Access control and granular permissions are built in, so non-technical teams can launch, maintain, and change their own tools without...

Read more about Softr

GraphPilot is a managed edge cache for GraphQL APIs and plain HTTP endpoints. It takes read traffic off your origin, answers cached requests from the edge in milliseconds, and clears cached responses automatically when your data changes. How it works Schema-driven caching: GraphPilot reads your...

Read more about GraphPilot

Features and specs

What each product offers, as listed by its team.

Softr 6 features
GraphPilot 16 features
  • All-in-one platform
    Create portals, internal tools, CRMs, dashboards, and more—powered by native databases, workflow automation, and integrations in a single platform.
  • Fast to build, easy to scale
    Build with AI, edit visually, or switch between the two at any time. Make changes yourself and scale without technical debt or developer support.
  • Production-ready infrastructure
    Hosting, authentication, user management, and security are built in, so apps are reliable and ready for real users.
  • Flexible data foundation
    Build on Softr's native databases or connect to external data sources (Airtable, SQL, Notion, Supabase, HubSpot, and more) with real-time, two-way sync.
  • MCP support
    Connect the Softr MCP server to your AI tool, so you (or your users) can query, update, and manage data, with the same permissions and security as the app itself.
  • Works across devices
    Softr apps are mobile-ready by default and can be turned into a downloadable PWA in one click—no extra design required.
  • Edge caching for GraphQL
    Caches GraphQL queries over GET, POST and QUERY at the edge, keyed by query text, operation name and variables
  • Plain HTTP and REST caching
    Caches any HTTP API based on your origin's Cache-Control headers
  • Schema-driven cache keys
    Reads your schema and adds key fields to queries, so every cached response knows which objects it contains
  • Automatic invalidation
    Purges cached responses that contain an object when a GraphQL mutation returns it
  • Custom and composite keys
    @surrogateKey for custom and composite keys, with support for interfaces and unions
  • Purge API and CLI
    Purge by key, cache key, request id or query hash, hard or soft, via API, the gpilot CLI or the Cockpit
  • Cache partitioning
    Separate cache entries per user, organization, locale or verified JWT claim
  • Request collapsing
    Concurrent identical requests share one origin fetch per edge location
  • Persisted queries
    Persisted queries and trusted documents
  • Edge security
    JWT and API key verification, request signing, query depth and document size limits, introspection blocked by default
  • Cockpit insights
    Per-request telemetry for hit rate, latency and origin traffic, with a history of purges
  • Federation Support
    Sits in front of your federation router and caches the composed supergraph
  • Origin shielding
    Fewer origin requests through a shield location (paid plans)
  • Global Edge Network
    Runs on Fastly's global edge network
  • Config As Code
    Deploy with gpilot.toml and your schema.graphql
  • Free Plan
    Glider plan, free to start

Analysis

An editorial look at what each product does well and who it suits.

Softr
GraphPilot

Overall verdict

  • Softr is an excellent choice for individuals and businesses looking for a no-code solution to create web applications quickly and cost-effectively. Its user-friendly interface and robust features make it a popular choice among those who want to bring their ideas to life without needing extensive technical skills.

Why this product is good

  • Softr is considered a good platform because it allows users to build web applications without needing to write code. It offers a range of templates and pre-built blocks that make it easy for non-developers to create functional and aesthetically pleasing apps. Additionally, Softr integrates well with Airtable, providing a dynamic data backend for applications. The platform’s ease of use, flexibility, and strong community support are additional reasons why many find it valuable.

Recommended for

  • Entrepreneurs who need to launch MVPs quickly.
  • Small businesses looking for cost-effective web solutions.
  • Product managers and designers who want to prototype apps.
  • Non-technical individuals interested in building web applications.
  • Teams looking to automate workflows and integrate with Airtable.

No analysis of GraphPilot yet.

Videos

Walkthroughs and reviews on video.

Softr 1 video + Add
GraphPilot 0 videos + Add

Build Business Apps with AI - That Actually Work | Softr

No GraphPilot videos yet. You could help us improve this page by suggesting one.

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
Softr
GraphPilot
100% 100%
No Code
0% 0%
0% 0%
Web Application Security
100% 100%
100% 100%
Application Builder
0% 0%
0% 0%
API
100% 100%

Questions & Answers

As answered by people managing Softr and GraphPilot.

What's the story behind your product?

Softr's answer

We launched Softr with a single vision: to give 1 billion business users the ability to build the tools they need — without relying on developers, without learning to code.

Softr is now powering over 1 million builders worldwide - including companies like Netflix, Google, Stripe, UPS, and Clay, who build and run the systems that power their business operations.

We’re a fully remote, distributed, and diverse team of curious, ambitious, and driven individuals.

GraphPilot's answer:

GraphPilot is built by Kay Schecker, a solo founder from Düsseldorf, Germany. Caching GraphQL at the edge is easy to start and hard to get right: most setups end up choosing between short TTLs and purging far too much. GraphPilot was built to use the schema itself as the source of truth for what a response contains, so invalidation can be precise. The slogan says it: "We fly the complexity so you don't have to."

What makes your product unique?

Softr's answer

Many app builders or out-of-the-box tools are either too rigid, too expensive, or fall apart the moment real users and real data are involved. Softr is different because it's built for actual business use from day one.

Describe what you need, and the AI Co-Builder generates a fully functional app — database, logic, and UI already connected. No generated code to debug, no developer needed to make it production-ready.

From there, you stay in control: customize through prompting or visual editing, manage data in Softr Databases or connect to existing tools, set up granular permissions, and connect to Softr MCP. As your business grows, your portal grows with it — without starting over or calling in a developer.

GraphPilot's answer:

GraphPilot reads your GraphQL schema and turns it into cache keys. It adds the key fields each query needs, removes them from the response again, and tags every cached response with the objects it contains. When a mutation returns a changed object, GraphPilot purges the responses that contain it, without hand-written cache tags or short TTLs as a safety net. You can see each purge, with its reason, in the Cockpit.

Who are some of the biggest customers of your product?

Softr's answer

Over 1 million teams use Softr to build and run business operations apps: - Netflix - Google - Stripe - UPS - MIT - Clay - Celonis - Make

Why should a person choose your product over its competitors?

Softr's answer

Unlike pure vibe coding platforms, Softr puts a clear boundary around what AI can generate. Business teams can customize the UI, without asking an LLM to generate or manage the security model, backend, credentials, or infrastructure.

GraphPilot's answer:

Choose GraphPilot if you want caching that is driven by your schema and invalidation you can verify. Setup is a config file plus your schema, and you are live in minutes. It works with Apollo Server, GraphQL Yoga, PostGraphile and federation routers, and it also caches plain HTTP APIs. It runs on Fastly's global edge network, is built and operated in Germany, and has a free plan (Glider) so you can test it on real traffic before you pay.

How would you describe the primary audience of your product?

GraphPilot's answer:

Engineering teams running GraphQL in production with read-heavy traffic: e-commerce, marketplaces, content platforms, SaaS dashboards and mobile app backends. Typically a platform or backend team that wants less origin load and lower latency without building and maintaining its own caching and invalidation layer.

Which are the primary technologies used for building your product?

GraphPilot's answer:

The edge runtime is written in Rust and compiled to WebAssembly on Fastly Compute. The platform and API run on TypeScript and PostgreSQL, the Cockpit is built with React, and the CLI (gpilot) is a single Rust binary for macOS, Linux and Windows.

User comments

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Reviews and articles

External articles and on-site reviews we used to compare the two products.

Softr no reviews yet
GraphPilot no reviews yet

We have no reviews of GraphPilot yet. Be the first one to post

Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Softr 37 mentions
GraphPilot 0 mentions
  • Best Scalable No-code Web Builder?
    Web Apps: - Start with Glideapps.com or softr.io - if you get comfortable and still like to build web apps learn bubble.io or weweb.io or flutterflow.com. Source: almost 3 years ago
  • i am dumb
    Hey, My recommendation: - If you don't have previous knowledge start with one of the tools with a lower learning curve glideapps.com or softr.io - If you build a few apps with those, then I would start to learn one of the tools with a... Source: almost 3 years ago
  • Cheap/free basic mobile app maker?
    You should try softr.io They have an amazing free plan. Source: almost 3 years ago

View more

Tracking GraphPilot since Nov 2026.

Alternatives to Softr and GraphPilot

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