Sandstorm vs Temporal AI

Side-by-side comparison of features, pricing, and ratings

Analysis reviewed Live tool data as of 2026-10-19
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At a glance

DimensionSandstormTemporal AI
PricingPaid (fixed per-process-run in cents)Freemium (self-hosted free; cloud: usage-based billing with Billable Actions)
Core FocusSecure cloud sandbox execution for enterprise operationsDurable execution for workflows and AI agents
Target UsersOperations teams in retail, CPG, financeDevelopers, AI teams, microservices architects
Key IntegrationsSlack, SAP, SAP Signavio, ERP, emailOpenAI Agents SDK, Google ADK, Slack, Docker, K8s
Human-in-the-LoopYes (approval for write actions)Yes (signals, pause/resume)
Latest NewsDuvo Clarity process discovery + BPMN export to SAP Signavio (2026-06-23)Usage-based billing, Custom Roles pre-release (2026-06-25)

For teams building resilient AI agents or microservices with a need for fault-tolerant execution, Temporal is the obvious choice—it's open-source, feature-rich, and proven at scale. For operations teams in retail/CPG/finance who need secure, sandboxed agent automation with predictable per-run pricing and deep SAP integration, Sandstorm is purpose-built and more accessible. Pick based on whether your primary need is developer-oriented orchestration (Temporal) or enterprise process automation (Sandstorm).

Try SandstormTry Temporal AI
Sandstorm
Sandstorm

Duvo is an Enterprise Execution OS that maps real processes, then runs agentic automation with human approval.

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Temporal AI
Temporal AI

Durable execution platform that keeps AI agents and long-running workflows alive through crashes, retries, and abandoned sessions.

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Pricing
Freemium
Freemium
Plans
$0
$199/mo
$699/mo
Custom
$0 ($150 credits for 90 days)
Starting at $50 per million actions
Greater of $500/mo or 10% of usage
Custom
Popularity
6 views
7.5k views
Skill Level
Advanced
Advanced
API Available
Platforms
Web
WebAPI
Categories
🧠 Agent Memory & Runtimes
🕸️ Agent Frameworks & Orchestration⚙️ Developer Infrastructure
Features
Process Intelligence: AI interviews, screen walkthroughs and documents combined into one reviewed process map
Duvo Loop execution cycle: Analyze, Diagnose, Decide, Act, Verify, Learn
Orchestrated execution across ERP, TMS, SAP, carrier and supplier portals, Outlook, Excel and shared inboxes
Human approval gates and process-owner sign-off before sensitive actions run
Exception routing for missing or conflicting evidence before system posting
Holds downstream posting (for example SAP AP) while disputes or corrections are open
Durable execution with retries, state management, queues and schedules
Webhook support for event-driven triggers
API, CLI and Slack triggers for starting agent runs
Audit-ready run history and logging on every action
BPMN 2.0 XML export into SAP Signavio via Duvo Clarity
Public solution library: Freight Audit, Payables Audit, Process Discovery, SAP migration
Per-completed-process-run pricing with no token, seat or percentage-of-value charges
Contracted 5x ROI guarantee with defined baseline, measurement window and sign-off owner
SOC 2 Type II, ISO 27001 and ISO 42001 certified; GDPR support and NIS2 alignment
Durable execution captures Workflow state at every step with no checkpointing or recovery code
Native SDKs for Go, Java, Python, TypeScript, .NET, PHP, Ruby, and Rust
Activities retry automatically with backoff, four timeout classes, and heartbeating
Signals, Queries, and Updates read and mutate running Workflows mid-flight
Workflow Streams for real-time interactivity with running executions
Durable AI agents via OpenAI Agents SDK and Google ADK running LLM and tool calls as Activities
Standalone Activities as a durable job-queue pattern, GA across six SDKs (2026-09-15)
Serverless Workers for Google Cloud Run, public preview (2026-10-05)
Serverless Workers for AWS Bedrock AgentCore, pre-release (2026-09-18)
Native Task Queue priority and fair distribution without a custom queueing layer
Durable Timers that sleep for months; cron Schedules with backfill and Continue-As-New
Saga pattern via compensating transactions that read like try/catch
Worker Versioning pins Workflows to a version so deploys don't corrupt in-flight runs
Cloud UI Strict Session Mode: 15-minute inactivity timeout, 12-hour max session (GA)
Replay tests validate against real histories; time-skipping tests fast-forward long timers in CI
Integrations
SAP
SAP Signavio
Slack
Microsoft Outlook
Microsoft Excel
XPO Logistics
Microsoft Marketplace
Azure Marketplace
OpenAI Agents SDK
Google ADK
AWS Lambda
Google Cloud Run
Amazon Bedrock AgentCore
Kubernetes
GitHub Actions
GCP Marketplace
Azure

What real users say: Sandstorm vs Temporal AI

Not marketing copy and not our opinion — a structured sweep of public discussion (reviews, forums, communities and video comments), showing what people praise and what they complain about for each tool.

Sandstorm

44 mentions across 2 sources · 45% positive — mixed (averaged across 2 sources)

Hacker News, Lemmy

What users praise

  • • Secure, isolated sandbox for each agent execution.
  • • Per-process pricing eliminates surprise token costs.
  • • Supports API, CLI, and Slack for flexible integration.
  • • Automatic retries and state management reduce ops toil.

What frustrates them

  • • Name confusion with Sandstorm.io frustrates new users.
  • • Very little community discussion or shared experience online.
  • • Vendor lock-in: migration off Sandstorm requires rework.
  • • Limited to supported AI models, not fully model-agnostic.

Researched Jul 3, 2026

Temporal AI

No verifiable community signal. We scanned public discussion on Oct 14, 2026 and found posts matching the name “Temporal AI”, but could not establish that they are about this product rather than something else sharing its name. Rather than publish a score built on the wrong subject, we publish none.

Who should pick which

  • Solo founder building an AI agent that must survive crashes
    Pick: Temporal AI

    Temporal's free self-hosted option and durable workflow engine provide reliability without upfront cost, and its latest news on usage-based billing allows scaling.

  • Operations manager at a retail CPG company automates supplier portal updates
    Pick: Sandstorm

    Sandstorm integrates with SAP and supplier portals, offers fixed per-run pricing, and its process discovery (Duvo Clarity) helps map workflows.

  • DevOps engineer orchestrates multi-step CI/CD pipelines with retries
    Pick: Temporal AI

    Temporal's Workflows with compensation (Saga), task queues, and Docker/K8s integration are ideal for resilient CI/CD.

  • Finance team automating invoice reconciliation and deduction recovery
    Pick: Sandstorm

    Sandstorm targets finance with ERP integration, human approval for write actions, and predictable per-run pricing; its news includes guides on trade deduction recovery.

  • Developer building a complex microservices saga with compensation
    Pick: Temporal AI

    Temporal's Saga pattern and multiple SDKs provide a robust foundation for compensating transactions.

Frequently Asked Questions

Sandstorm vs Temporal AI: which should you choose?

For teams building resilient AI agents or microservices with a need for fault-tolerant execution, Temporal is the obvious choice—it's open-source, feature-rich, and proven at scale. For operations teams in retail/CPG/finance who need secure, sandboxed agent automation with predictable per-run pricing and deep SAP integration, Sandstorm is purpose-built and more accessible. Pick based on whether your primary need is developer-oriented orchestration (Temporal) or enterprise process automation (Sandstorm).

Which platform is better for AI agent development?

Temporal is stronger for developer-oriented AI agents with its OpenAI Agents SDK integration and durable execution; Sandstorm is better for pre-built secure sandbox agents with ERP focus.

Can I self-host Temporal for free?

Yes, Temporal is open-source and self-hosted deployments are free. Cloud is usage-based with a free tier.

Does Sandstorm support on-premise deployment?

No, Sandstorm is cloud-only; the latest news doesn't mention on-premise.

Which has better human-in-the-loop capabilities?

Both support human-in-the-loop; Temporal uses signals and pause/resume, Sandstorm uses approval for write actions. Temporal's is more developer-flexible, Sandstorm's is operation-ready.

Which platform has better integration with SAP?

Sandstorm has deep SAP integration, including SAP Signavio BPMN export (latest news). Temporal does not have native SAP integration.

Is Temporal suitable for simple scheduled tasks?

No, Temporal is overkill for simple cron jobs. Sandstorm may also be heavy for very simple automations.

Can I use Sandstorm without coding?

Sandstorm requires some programming for agent setup; it's not a no-code platform. Temporal also requires code to define workflows.

Which platform has more predictable pricing?

Sandstorm offers fixed per-process-run pricing. Temporal's usage-based billing (recently improved transparency) can be less predictable.

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Explore each tool further

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Last reviewed: July 3, 2026