Compare Retool, Internal, and Airplane for building internal tools -evaluating AI integrations, component libraries, pricing, and which platform best fits AI ops workflows.
TL;DR
| Feature | Retool | Internal | Airplane |
|---|---|---|---|
| Components | 100+ (largest) | 60+ | 40+ |
| Code editor | JavaScript | TypeScript/Python | TypeScript/Python |
| AI integrations | Good (OpenAI, Anthropic) | Excellent (native AI components) | Good |
| Deployment | Cloud + self-hosted | Cloud + self-hosted | Cloud only |
| Version control | Git integration | Built-in Git | Built-in Git |
| Workflows | Limited | Good | Excellent (core feature) |
| Mobile | Responsive | Limited | No |
| Pricing | $10/user/month | $20/user/month | $50/user/month |
"The best tool is the one your team will actually use. Features on paper matter less than adoption and workflow fit in practice." - Hiten Shah, Co-founder of FYI
Best for: Complex internal dashboards, established teams, mature feature needs
Strengths:
Weaknesses:
AI-specific features:
Use cases:
Verdict: 4.4/5 - Best for traditional internal tools, good AI support but not AI-first.
Best for: Developer-first teams, fast iteration, code-heavy tools
Strengths:
Weaknesses:
AI-specific features:
Use cases:
Verdict: 4.5/5 - Best for AI-first internal tools, developer-friendly approach.
Best for: Workflow automation, scheduled tasks, runbooks (note: acquired by Airtable 2023)
Strengths:
Weaknesses:
AI-specific features:
Use cases:
Verdict: 4.1/5 - Excellent for workflows, but expensive and uncertain post-acquisition.
Task: Build admin dashboard to monitor AI agent runs (view logs, retry failed runs, filter by status)
Retool:
Internal:
Airplane:
Winner: Internal for speed (code-first advantage).
Retool approach:
// Query Supabase for agent runs
const runs = await supabase
.from('agent_runs')
.select('*')
.order('created_at', { ascending: false })
.limit(100);
// Display in table component
table1.setData(runs.data);
Internal approach:
// TypeScript component with AI-specific logic
const AgentMonitor = () => {
const { data: runs } = useSupabase<AgentRun>(
'agent_runs',
{ order: 'created_at.desc', limit: 100 }
);
return (
<DataTable
data={runs}
columns={agentRunColumns}
filters={['status', 'agent_type']}
/>
);
};
Internal wins: Type safety, cleaner code, reusable components.
Task: Test prompt variations against evaluation dataset
Retool:
Internal:
Internal wins: Built-in AI components vs building from scratch.
Task: Generate embeddings for 10K documents nightly
Retool: Limited workflow capabilities -would need external cron + API calls.
Airplane:
# Scheduled task (cron: 0 2 * * *)
def generate_embeddings():
docs = get_pending_documents()
for doc in docs:
embedding = openai.Embedding.create(input=doc.text)
save_embedding(doc.id, embedding)
Built-in scheduling, approval gates, retry logic.
Airplane wins: Purpose-built for scheduled workflows.
Scenario: 10-person AI team, 5 internal tools (agent monitor, prompt tester, data labeler, model evaluator, ops dashboard)
Retool:
Internal:
Airplane:
Scenario 2: Self-hosted for compliance
Retool:
Internal:
Airplane: Not available (cloud-only)
Winner: Retool for budget-conscious, Internal for self-hosted, Airplane not cost-competitive.
Retool (100+ components):
Internal (60+ components):
Airplane (40+ components):
Winner: Retool for breadth, Internal for AI-specific components.
Choose Retool if:
Choose Internal if:
Choose Airplane if:
Retool → Internal: Moderate (2-3 weeks)
Internal → Retool: Hard (3-4 weeks)
Airplane → Retool/Internal: Hard (3-4 weeks)
Expert quote (David Hsu, CEO of Retool): "Internal tools don't need to be beautiful -they need to work. Retool optimizes for speed to production, not architectural purity. That said, AI teams increasingly want code-first approaches."
At Athenic, we built AI ops tools with all three:
Retool (Agent monitoring dashboard):
Internal (Prompt testing interface):
Airplane (Nightly embedding generation):
Final choice: Internal for AI-specific tools, Retool for traditional admin panels.
Not recommended -designed for internal use. Use proper frontend frameworks (Next.js, React).
Retool (40+ integrations). Internal/Airplane focus on common ones (PostgreSQL, MySQL, Supabase).
No -all cloud-based. Self-hosted Retool/Internal can work on private network.
Internal: Yes (code-based). Retool/Airplane: Limited (proprietary formats).
All SOC 2 compliant. Retool/Internal offer self-hosted for maximum control.
Internal best for AI teams building AI-specific tools (agent monitoring, prompt testing) -code-first approach and native AI components deliver fastest iteration. Retool best for traditional admin panels with broad feature needs and budget sensitivity. Airplane excellent for workflow automation but expensive and uncertain post-acquisition. For most AI ops teams, Internal recommended despite higher cost; productivity gains justify premium.
Winner: Internal for AI operations, Retool for general internal tools.
Internal links:
External references: