Sandstorm
Duvo is an Enterprise Execution OS that maps real processes, then runs agentic automation with human approval.
Duvo competes on governance and commercial risk, not model demos. The per-completed-process-run model is the sharpest thing here: costs scale with work delivered, not tokens burned, and the contracted 5x ROI guarantee puts the vendor's fee on the line for measured outcomes. For teams who need desktop UI automation or a pure self-serve, no-touch stack, this is the wrong shelf.
Verified 3d ago · liveness 74/100 · cite: rightaichoice.com/tools/sandstorm
- Operations teams automating multi-system supply chain, logistics and finance workflows where the real process is
- Retail and CPG companies managing freight billing, supplier invoice discrepancies and inventory replenishment
- Finance and AP teams that want invoice overcharges surfaced before posting, with payment authority retained in-house
- Enterprises running SAP ECC to S/4HANA migration programmes that need a process fact base for internal or partner teams
- Teams wanting a full RPA platform with desktop UI automation for legacy thick-client apps
- Companies requiring a check-the-box on-premise option with no separate infrastructure proposal
- Users who want a no-code agent builder and are unwilling to involve operators in process discovery
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Skip Duvo if you need desktop UI automation for legacy thick-client apps, want a no-code agent builder your operators never touch, or won't invest two weeks in a discovery engagement before any production automation is scoped.
Microsoft Marketplace automation plans use an annual commitment with included runs, then charge a stated rate for runs beyond the commitment — overages bite if your volume grows faster than the committed band.
Duvo's pricing fits mid-market to large enterprises running multi-system operations — retail, CPG, logistics and finance teams where a single recovered freight overcharge can exceed the engagement cost. The free two-week discovery on one process is the cheapest credible entry point here, and per-completed-process-run billing with a contracted 5x ROI guarantee competes on commercial risk against consumption-priced agentic platforms and against RPA suites that bill per bot or per seat.
In short
Sandstorm — Duvo is an Enterprise Execution OS that maps real processes, then runs agentic automation with human approval. Best for Operations teams automating multi-system supply chain, logistics and finance workflows where the real process is, Retail and CPG companies managing freight billing, supplier invoice discrepancies and inventory replenishment, Finance and AP teams that want invoice overcharges surfaced before posting, with payment authority retained in-house. Free to start; paid plans from $199/mo.
What's new in Sandstorm
Checked yesterdayAcross the latest 5 updates: 1 feature update and 4 news mentions.
Duvo Named to Headline's AI Europe 100 as a System Builder
Duvo was named to Headline's AI Europe 100 in the System Builders category, which the vendor frames as recognition for its deep AI platform for enterprise systems.
STROS Partnerships and Duvo.ai Expand GTM Alliance
Duvo.ai and STROS moved from advisory to shared go-to-market execution, with the operator leading retail and logistics.
The AI Results Gap Is a Process Gap
Duvo argues the reason nearly 90% of companies experiment with AI but only 7% scale it is process, not model capability.
Why SAP Signavio Needs a Capture Engine (And How Duvo Clarity Fixes It)
Duvo Clarity captures actual work processes and exports them to SAP Signavio as review-ready BPMN, addressing process maps that have gone stale.
Duvo and Deloitte Announce Europe-Wide Partnership
Duvo partnered with Deloitte to deliver agentic automation programmes across Europe, pairing platform capability with delivery capacity.
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.
Average across the 2 sources that answered — each source counts once, not each post.
- +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: October 2026
How we score →Key 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
About Sandstorm
Duvo is an Enterprise Execution OS for agentic process automation in supply chain, logistics, finance and fulfillment. Instead of bolting another bot onto an undocumented workflow, it starts with process intelligence: short AI interviews and screen walkthroughs from your own operators, combined into one reviewed process map with prioritised improvement recommendations. Deployment lands within 8 weeks on your existing systems, not a rip-and-replace. The execution loop runs Analyze, Diagnose, Decide, Act, Verify, Learn, with proposed approvals and exception rules signed off by your team before anything goes live. Duvo orchestrates across ERP, TMS, carrier and supplier portals, Outlook, Excel and shared inboxes, keeping human approval gates before sensitive actions and an audit trail on every run. The public solution library covers Freight Audit, Payables Audit, Process Discovery and SAP migration, and Duvo Clarity exports review-ready BPMN 2.0 XML into SAP Signavio. Pricing separates evaluation from production. The Free plan at app.duvo.ai includes 2 Clarity interviews and 100 agent runs; Pro is $199/mo and Business $699/mo, while production automation is priced per completed process run with no token, seat or percentage-of-value charges. Vendors results cited on the site are specific: Notino released roughly €40M of working capital as reconciliation fell from 70 to 15 days, Rohlik Group protects €2.1M of revenue and €1.4M of margin annually, and Pilulka improved stock availability 15% in two weeks. Duvo reports $100M+ annualised impact across customers, raised a $32M Series A, partnered with Deloitte across Europe in June 2026, and was named to Headline's AI Europe 100 in July 2026. It holds SOC 2 Type II, ISO 27001 and ISO 42001, supports GDPR, aligns with NIS2, and does not train models on customer data. Against generic automation tooling, Duvo competes on governance and commercial risk rather than model demos, and it is aimed at operations, finance and AP
Behind the Verdict
We'd reach for Duvo when the workflow that actually needs automating crosses four or five systems and nobody can agree on how it currently runs. The process discovery step is the part that matters: AI interviews plus screen walkthroughs from your own operators, pulled into one reviewed map, then a Free plan at app.duvo.ai lets you test it with 2 Clarity interviews and 100 agent runs before you talk commercial terms. The commercial model is the second reason to look. Pro at $199/mo and Business at $699/mo cover team-level mapping and agent runs, but production automation is priced per completed process run, with no token, seat or percentage-of-value charges. If your finance team has been burned by consumption billing that spikes when a workflow retries, this structure removes that risk. Where it bites: you have to involve operators in discovery. That is not optional and it is slower than screenshotting a UI into a no-code builder. Teams wanting desktop UI automation for legacy thick-client apps should look at traditional RPA instead, and single-system, well-documented workflows rarely justify the process mapping overhead. The contracted 5x ROI guarantee carries real teeth, but read the proposal carefully. The baseline, measurement method, sign-off owner, included costs and exclusions are all defined before signature, and private infrastructure or additional applications must be explicitly agreed to count. Against alternatives, Duvo is not trying to be a general agent builder or a Signavio replacement. Duvo Clarity feeds review-ready BPMN 2.0 into Signavio, so if you already run Signavio the overlap is complementary. The Deloitte Europe partnership and the July 2026 Headline AI Europe 100 nod suggest delivery capacity, not just a demo. In practice the buyer most
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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.
Run the free two-week Process Discovery on freight invoice checking. Operators record AI interviews and screen walkthroughs; Duvo returns a process map and improvement recommendations, and the team signs off the approval and exception rules.
Outcome: A reviewed process map you own regardless of whether you proceed, plus a production proposal defining what counts as a completed run and the 5x ROI baseline. In the XPO-style worked example the same check surfaces a $2,284.98 potential overcharge from a missing reweigh certificate and an unapplied contract discount.
Connect Duvo to ERP and supplier portals, let it compare invoices against purchase orders, receipts and agreements, and route missing or conflicting evidence to AP review before any posting.
Outcome: Overcharges are surfaced before payment goes out, your finance team retains payment and correction authority, and every run carries an audit trail with the downstream SAP posting held while a dispute is open.
Use Duvo Clarity to capture operating processes through interviews and walkthroughs, then export the result as BPMN 2.0 XML into SAP Signavio as review-ready process models.
Outcome: A current process fact base rather than a stale map, handed to your internal transformation team or implementation partner, with the capture engine feeding Signavio on an ongoing basis.
Use Cases
- Audit freight invoices 100% against rate agreements and shipment evidence — the worked XPO example flags a $2,284.98 potential overcharge from a missing reweigh certificate and an unapplied 58% contract discount.
- Review supplier invoice discrepancies against purchase orders, receipts and agreements while finance retains payment and correction authority.
- Map one business process for free over two weeks using AI interviews and screen walkthroughs, then keep the process map and improvement recommendations.
- Give an SAP ECC to S/4HANA programme a process fact base to hand to your internal team or implementation partner.
- Route missing or conflicting evidence to AP review before a posting goes out, with the hold logged in the run history.
- Reconcile invoices and detect purchase order discrepancies across ERP and supplier portals.
- Monitor inventory levels and trigger replenishment orders, with Pilulka cited as improving stock availability 15% in two weeks.
- Automate deduction recovery and OTIF fine disputes with evidence assembled per case.
Models Under the Hood
as of 2026-10-17
Limitations
- Duvo is an enterprise Execution OS sold through an engagement rather than self-serve.
- Process discovery is free for two weeks on one process; additional discovery is priced by scope, transformation is a fixed programme, and production automation is billed per completed process run, with no token, seat or percentage-of-value charges.
- Discovery can start without system access, while read-only analysis and production write access are scoped separately, so a slow security review can delay the write-side work.
- Pricing depends on process boundary, evidence available, exception paths, volume and control requirements.
- A private deployment proposal separates setup, capacity commitment, operations and support from the process service, and Duvo states that existing GPUs or an open model do not by themselves establish a lower total cost.
- Coverage for additional applications or private infrastructure must be explicitly agreed for the 5x ROI guarantee.
as of 2026-10-09
Verification history
We have re-verified Sandstorm 10 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
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- — re-checked, vendor evidence unchanged
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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.
Free
$0
Pro
$199/mo
Business
$699/mo
Enterprise
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 pricing fits mid-market to large enterprises running multi-system operations — retail, CPG, logistics and finance teams where a single recovered freight overcharge can exceed the engagement cost. The free two-week discovery on one process is the cheapest credible entry point here, and per-completed-process-run billing with a contracted 5x ROI guarantee competes on commercial risk against consumption-priced agentic platforms and against RPA suites that bill per bot or per seat.
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.
Process Discovery starts immediately and runs two weeks on one process — your operators contribute AI interviews or screen walkthroughs and you receive the map and recommendations. Discovery can start without system access, but read-only analysis and production write access are scoped separately, so live posting typically waits on your security and access review. Duvo states deployment lands
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 invoice or freight audit spreadsheet checks: run the free two-week Process Discovery on the checking step, sign off the exception rules, then move to per-run production automation against the same evidence
- →From an existing RPA bot covering one documented workflow: capture the real process including its exception paths, and keep the human approval gate Duvo proposes before sensitive postings.
- →From stale SAP Signavio process models: capture current work via Duvo Clarity and re-export review-ready BPMN 2.0 XML into Signavio.
- →From consumption-priced agentic tooling: move the same process onto a per-completed-run commercial model defined in a proposal, with tool calls and retries inside a run not billed separately.
- ↗To a desktop RPA suite: if your priority shifts to UI automation of legacy thick-client apps, Duvo's orchestration across ERP, TMS and portals does not cover that surface.
- ↗To a self-serve no-code agent builder: if you want to build and launch agents without an engagement, Duvo's proposal-scoped discovery and per-run model is the wrong shape.
- ↗To in-house development: Duvo Clarity exports BPMN 2.0 XML into SAP Signavio, so the process fact base can travel with your team if you internalise the work.
- ↗To an existing SAP Signavio licence with no capture engine: you can keep the models Duvo produced, but you lose the ongoing capture loop that keeps them current.
Integrations
Resources & Guides
Tutorials & Learning
YouTube returned 6 videos for “Sandstorm”, and we withheld 6: 6 could not be judged, because “Sandstorm” is a single word that other videos use for other things. We are showing none, because we could not prove any of them are about Sandstorm.
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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