Sandstorm
Enterprise agentic automation platform that turns business goals into executed, measured outcomes.
Duvo is a solid pick for enterprises drowning in messy, multi-system processes where the real workflow is undocumented. The 5x ROI guarantee and per-run pricing de-risk adoption, but it's not for teams wanting plug-and-play RPA or a no-code agent builder. If your processes are high-stakes and poorly mapped, the discovery engagement is worth it.
Verified 5d ago · liveness 74/100 · cite: rightaichoice.com/tools/sandstorm
- Operations teams automating complex supply chain and finance workflows
- Retail and CPG companies managing supplier compliance and inventory
- Finance teams handling invoice reconciliation and deduction recovery
- Enterprises entering SAP migration programs
- Teams requiring a full RPA platform with desktop automation
- Users who want a no-code agent builder without any programming
- Enterprises needing on-premise deployment
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Skip Duvo if you need plug-and-play desktop RPA, a no-code builder without a discovery phase, or you're a small team wanting quick automation without enterprise-grade process capture.
Discovery engagement is required and billed as a defined project, which adds upfront cost even before any automation runs.
Duvo's per-unit pricing fits enterprises with predictable volume, offering cost discipline versus per-token rivals like some AI agents. For heavy users, it may undercut per-seat platforms, but the custom nature means you'll need a scoping call.
In short
Sandstorm — Enterprise agentic automation platform that turns business goals into executed, measured outcomes. Best for Operations teams automating complex supply chain and finance workflows, Retail and CPG companies managing supplier compliance and inventory, Finance teams handling invoice reconciliation and deduction recovery. Contact Sales pricing.
What's new in Sandstorm
Checked 2 days agoAcross the latest 8 updates: 1 feature update, 4 community discussions and 3 news mentions.
Duvo Named to Headline's AI Europe 100 as a System Builder
Duvo named to Headline's AI Europe 100 in System Builders category, recognizing its deep AI platform for enterprise systems.
The AI Results Gap Is a Process Gap
Nearly 90% of companies experiment with AI but only 7% scale it. Duvo argues the gap is process, not model.
STROS Partnerships and Duvo.ai Expand GTM Alliance
Duvo.ai and STROS move from advisory to shared go-to-market execution, with operator leading retail and logistics.
Why SAP Signavio Needs a Capture Engine (And How Duvo Clarity Fixes It)
Duvo Clarity captures actual work processes and exports to SAP Signavio as review-ready BPMN, solving outdated maps.
SAP ECC Support Ends in 2027. The Hard Part Isn't the Technology.
Advises on SAP ECC to S/4HANA migration, emphasizing process work as key to avoiding failures.
Duvo and Deloitte Announce Europe-Wide Partnership
Duvo partners with Deloitte to deliver agentic automation programs across Europe, bridging platform capability and delivery.
Beyond the Hype: Where AI Is Actually Transforming Retail
Senior retail leaders at Shoptalk Barcelona discuss real AI gains hidden in invisible processes.
How to Build a Should-Cost Model That Triggers Supplier Renegotiation Before Your Margin Erodes
Expert guide to building bottom-up should-cost models for private-label categories to trigger renegotiation before margin erosion.
What people actually say about Sandstorm — is it worth it?
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
44 mentions across 2 sources (Hacker News, Lemmy) · researched Jul 3, 2026.
- +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.
- +Built-in tools for web browsing and code execution.
- −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.
- −No self-hosting option; fully reliant on Duvo's cloud.
- • Potential overage charges if process runs exceed plan limits
- • No flat-rate option; costs scale linearly with usage
Viability Score
How well maintained and how widely used is Sandstorm? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: September 2026
How we score →Key Features
- Process Intelligence: screen walkthroughs, AI interviews, documents
- BPMN 2.0 XML export to SAP Signavio
- Human approval gates before sensitive actions
- Durable execution with retries and state management
- Built-in tools: file access, web browsing, code execution
- Queue, schedule, and webhook support
- API, CLI, and Slack triggers
- Audit-ready run history and logging
- Per-process-run pricing, no token or seat charges
- 5x ROI guarantee on every solution
- SOC 2 Type II, ISO 27001, ISO 42001 certified
- Does not train models on customer data
- SAP migration process mapping and evidence
- Freight Audit, Payables Audit, Inventory Replenishment, OTIF Recovery solutions
About Sandstorm
Duvo (formerly Sandstorm) is an agentic automation platform built for enterprise operations in supply chain, logistics, and finance. It starts with Process Intelligence: capturing how work actually runs through screen walkthroughs, AI interviews, and documents, then diagnosing where value is stuck. The result is a reviewed process with exceptions, controls, and opportunities attached, which can feed a process catalogue, training, improvement cases, SAP migration evidence, or reliable automation. Once the process is understood, Duvo orchestrates execution across the systems you already use—ERP, TMS, carrier and supplier portals, spreadsheets, and shared inboxes—while keeping human approval gates before sensitive actions. A built-in audit trail records every run, and durable execution handles retries, state, queues, schedules, and webhooks. You can trigger agents via API, CLI, or Slack, and let Duvo handle the checking, evidence gathering, case building, and write-back. Duvo’s pricing is per completed unit of work—an invoice processed, a case resolved—not per token or per seat. Tool calls and retries inside a process don’t create extra billed runs, and the scope and price are agreed before work starts. The pricing page outlines three models: fixed-scope process discovery, a fixed transformation programme (including SAP), and production automation billed per run. Every solution carries a contracted 5x ROI guarantee: if measured results fall below five times the total proposal price, the contract is free. Customer results are concrete: Notino released about €40M in working capital as its reconciliation cycle dropped from 70 to 15 days; Rohlik protects €2.1M revenue and €1.4M margin annually; Pilulka improved stock availability by 15% in two weeks. Duvo is SOC 2 Type II, ISO 27001, and ISO 42001 certified, supports GDPR, and does not train models on customer data. Compared to generic RPA or in-house scripts, Duvo targets complex, multi-system processes where
Behind the Verdict
Most automation tools assume you know your process. Duvo's bet is that you don't—and that's often true in supply chain, logistics, and finance. The Process Intelligence phase, built on screen walkthroughs and AI interviews, is what separates it from a generic RPA bot. It produces evidence you can actually use for SAP migration or training, not just a script. Where Duvo really shines is the pricing model. Per completed process run, with no token or seat charges, makes forecasts predictable. The pricing page is explicit: tool calls and retries don't create extra billed runs. That aligns incentives—Duvo only gets paid when work actually completes. Combined with the 5x ROI guarantee (if measured results fall below 5x the proposal price, the contract is free), the risk sits mostly on them. The guarantee is the strongest signal. It forces Duvo to scope carefully and actually deliver measurable value. But read the fine print: the baseline, measurement window, and sign-off are all defined in the proposal. That's fair, but it means you need to agree on metrics up front. If your expected outcome is fuzzy, the guarantee is less useful. When should you pass? If you need desktop automation—clicking through legacy apps—Duvo is overkill. Same if you want a self-serve no-code builder; the platform requires a scoped engagement and technical setup. It's also not for on-premise deployments, and there's no published self-serve pricing—you have to talk to sales to get a number. Compared to public cloud RPA or in-house scripts, Duvo wins when the process spans multiple systems and has hidden exceptions. RPA is brittle; Duvo's process evidence and durable execution feel more robust for high-stakes finance and logistics work. The Deloitte partnership (announced June 2026) adds credibility
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Real-world workflow fit
Concrete scenarios for the personas Sandstorm actually fits — and what changes day-one when you adopt it.
Needs to reduce freight invoice overcharges across multiple carriers.
Outcome: Duvo audits 100% of invoices against contracts, finds 3-5% overcharges, and recovers them—potentially saving millions annually.
Wants to speed up month-end closing and reduce manual reconciliation effort.
Outcome: Duvo reconciles invoices and purchase orders, flags discrepancies, and delivers a clean subledger—shrinking closing cycles from weeks to days.
Moving from ECC to S/4HANA needs an accurate process map.
Outcome: Duvo captures current processes, exports BPMN 2.0 XML for Signavio, and provides a fact base to drive the migration.
Use Cases
- Automate supplier onboarding and compliance checks across multiple systems.
- Reconcile invoices and detect discrepancies in purchase orders.
- Monitor inventory levels and trigger replenishment orders automatically.
- Update price lists and promotional data across ERP and supplier portals.
- Track logistics and resolve shipment exceptions in real time.
- Extract data from emails and spreadsheets to populate operational reports.
- Audit freight invoices 100% against contracts and recover overcharges.
- Automate deduction recovery and OTIF fine disputes.
Models Under the Hood
as of 2026-09-01
Limitations
- Duvo is an enterprise agentic automation platform that turns business goals into executed, measured outcomes.
- Pricing is based on fixed scopes or per completed process run, with no token, seat, or value-based charges.
- Every solution is covered by a contracted 5x ROI guarantee.
- The platform is built for complex processes across supply chain, logistics, and finance, and is delivered with partners, requiring a discovery engagement.
as of 2026-08-21
Verification history
We have re-verified Sandstorm 7 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-checked, vendor evidence unchanged
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
Showing the 6 most recent of 7 verification passes.
Free to cite with attribution — this page re-verifies continuously.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published Sandstorm tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Fixed Scope - Process Discovery
Custom
Fixed Programme - Transformation and SAP
Custom
Per Process Run - Production Automation
Cents per run (custom)
Where the pricing makes sense
The company stage and team size where Sandstorm's pricing actually pencils out — and where peers do it cheaper.
Duvo's per-unit pricing fits enterprises with predictable volume, offering cost discipline versus per-token rivals like some AI agents. For heavy users, it may undercut per-seat platforms, but the custom nature means you'll need a scoping call.
Setup time & first value
How long it actually takes to get something useful out of Sandstorm — broken out by persona, not the marketing-page minute.
First discovery: 1-2 weeks. First automation pilot: 4-6 weeks.
Switching to or from Sandstorm
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From manual processes: Duvo captures your current state and automates it without redesign.
- →From in-house scripts: Bring your process definitions and let Duvo run them with governance.
- ↗To your own code: Export process maps in BPMN 2.0 XML and rebuild in your stack.
- ↗To a different platform: The evidence-based process catalogue is transferable.
Integrations
Resources & Guides
- Resourceduvo.ai
Developers · Sandstorm
Helpful link from duvo.ai
- Resourceduvo.ai
Llms · Sandstorm
Helpful link from duvo.ai
- Resourceduvo.ai
Index · Sandstorm
Helpful link from duvo.ai
- Resourceduvo.ai
Compare · Sandstorm
Helpful link from duvo.ai
- Resourceduvo.ai
Customer Stories · Sandstorm
Helpful link from duvo.ai
Tutorials & Learning
Official links
Featured Head-to-Head Comparisons
Sandstorm vs Spider Cloud
Choose Spider Cloud if your primary need is scalable web scraping for AI/ML pipelines or RAG — its Rust engine is fast and cost-efficient at $0.03/1k pages. Choose Sandstorm if you're automating multi-step business processes (supply chain, finance) where security, human approval, and ERP integration matter more than web data volume. They solve different problems: one is a data API, the other an agentic automation platform.
Sandstorm vs Temporal Ai
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).
Sandstorm vs Presto Voice
Don’t compare apples to octopuses. Presto Voice is laser-focused on QSR drive-thru voice automation with proven upselling results, while Sandstorm is a general-purpose secure agent runner for backend business processes. Choose Presto if you run a drive-thru chain; choose Sandstorm if you need to automate complex multi-step workflows in ERP/supply chain with auditability.
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