Databutton
Riff deploys AI agents on your ERP that handle order confirmation, procurement negotiation and invoice matching inside rules your team sets.
Riff's differentiator is that its agents act inside the ERP rather than drafting suggestions about it. Deterministic tooling — same input, same result — plus per-agent read/write limits and escalation thresholds is the design that makes autonomous order handling defensible for live purchase orders, and the Order Confirmation, Negotiation and Discrepancy agents cover the highest-volume supply chain chores. The named customer proof (Glamox, ENRX, Melbye, Aker QRILL) and the six-week path to agents live on your ERP are stronger evidence than most agent vendors offer. But scope is narrow and delivery is forward-deployed, so it lands for industrial companies with real ERP order volume and
Verified 6d ago · liveness 69/100 · cite: rightaichoice.com/tools/databutton
- Industrial manufacturers and suppliers running order volume through Infor, SAP, Oracle or Microsoft ERP
- Procurement and planning leaders who need order complexity to scale without headcount
- Order management, logistics and finance teams matching invoices line by line
- Enterprises that want IT to set read/write rules and audit every agent action
- Individual developers or small teams without formal procurement workflows
- Anyone wanting a general-purpose AI assistant rather than order-operations agents
- Organizations unwilling to give agents access to their existing ERP system
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Skip Riff if you want a general-purpose assistant or a self-serve tool you can configure solo — it is built for industrial order operations inside a live ERP, delivered with forward-deployed engineers.
Riff sells as a partnership with commercial terms tied to outcomes rather than published list prices, so the real comparison isn't a per-seat rate card — it's the cost of the procurement and order-handling headcount plus the exceptions you're absorbing today. It is priced for mid-size and large industrial operations where ERP order volume and exception rates justify a program; teams below that scale are better served by cheaper, self-serve tooling.
In short
Databutton — Riff deploys AI agents on your ERP that handle order confirmation, procurement negotiation and invoice matching inside rules your team sets. Best for Industrial manufacturers and suppliers running order volume through Infor, SAP, Oracle or Microsoft ERP, Procurement and planning leaders who need order complexity to scale without headcount, Order management, logistics and finance teams matching invoices line by line. Contact Sales pricing.
What's new in Databutton
Checked 6 days agoAcross the latest 1 update: 1 launch.
What people actually say about Databutton — 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.
7 mentions across 1 source (Hacker News) · researched Jul 3, 2026.
Average across the 1 source that answered — each source counts once, not each post.
- +Non-coders can build real, working apps without writing code.
- +Integrated database and authentication out of the box.
- +Easy to build AI agents with frameworks like Agno.
- +Users report shipping working products, not just prototypes.
- +Fast to get started, with results possible in hours.
- −Pricing is hidden behind 'contact us' – no self-serve tiers.
- −Rebrand to Riff fragments community and confuses users.
- −Very limited community feedback makes reliability unclear.
- −No negative reviews in sample – possible selection bias.
- −Supply chain focus may alienate general app builders.
- • No publicly available pricing – may require sales call
- • Possible overage charges for high-volume agent usage
Viability Score
How well maintained and how widely used is Databutton? 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
- Order Confirmation Agent: reads supplier replies and updates ERP records automatically
- Negotiation Agent: analyses incoming offers, sends counter-offers and manages spend
- Discrepancy Agent: flags order deviations and routes judgment calls to humans
- Deterministic tooling: identical input yields identical output on every agent run
- User-defined guardrails: per-agent read/write limits, verification requirements and escalation thresholds
- Shared work context: every order, exception and correction improves what the whole agent team knows
- Agents and people work the same orders, suppliers and cases on one surface
- Auditable, signed and reversible agent runs with full logging under IT-set rules
- Invoice matching line by line against purchase orders
- Goods receipt chasing and at-risk order detection
- Custom tool and connector building alongside vendor agents
- Coverage across order handling, procurement, logistics, production planning and aftermarket
- Bring-your-own-LLM provider choice so IT can use already-approved models
- SOC 2 and ISO 27001 certification with public Trust Center
- Forward-deployed engineering and enablement for your own builders
About Databutton
Riff is an agent platform aimed at industrial operations — order handling, procurement, logistics, production planning and aftermarket — at manufacturers, distributors and industrial suppliers that need order volume to rise without adding procurement or back-office headcount. The premise is execution rather than suggestion: its agents read from your system of record and act through deterministic tools, so identical input produces an identical result on every run, and nothing is free-texted onto a live order.Agents take the volume; people take the judgment. Every order, exception and correction lands in one shared context, so what one agent learns the whole team knows, and agents and humans work the same orders, suppliers and cases on one surface. Your team defines read/write limits, verification requirements and escalation thresholds per agent, and anything genuinely ambiguous routes to a human inbox instead of being guessed at. Every action is attributable, signed and reversible, logged under the rules IT sets.The catalog launched with three pre-built workers — Order Confirmation Agent, Negotiation Agent and Discrepancy Agent — spanning quote-to-confirmed-order, direct and indirect procurement, shipment coordination, demand/supply balancing and service, spares and claims. Teams can build their own connectors and tools alongside the vendor agents. Riff runs on top of existing ERP systems rather than replacing them.Delivery is forward-deployed: Riff engineers work inside your organisation on your systems, ready-made agents go live on your ERP in around six weeks, and enablement is designed to leave your own builders able to adapt agents and add new ones. The company says it is paid on the result rather than on hours. Riff is SOC 2 and ISO 27001 certified and GDPR-aligned, with a public Trust Center. Customers cited in production include Aker QRILL, Glamox, ENRX and Melbye, with 15+ enterprises in production and 250k+ people building on the platform; investors are Northzone, Maki.vc and GFC.
Behind the Verdict
What separates Riff from the crowd of supply chain copilots is the decision to make agents execute rather than recommend. The Order Confirmation Agent reads supplier replies and writes back to the ERP. The Negotiation Agent analyses incoming offers, sends counter-offers and manages spend. The Discrepancy Agent flags deviations and routes genuine judgment calls to a human. Each of those is a write action against a live order, which is exactly the kind of thing that normally stops an AI pilot at the proof-of-concept stage. Riff's answer is determinism: agents act through controlled, deterministic tools instead of free-texting onto records, so the same input yields the same output on every run, and every action is signed, attributable and reversible. On top of that sit user-defined guardrails — per-agent limits on ERP read/write, verification requirements and escalation thresholds — plus a shared context where each order, exception and correction improves what the whole agent team knows. The coverage map is broader than the three launch agents suggest. Riff frames the platform across order handling (quote to confirmed order), direct, strategic and indirect procurement, logistics from shipment coordination to delivery, production and planning for demand/supply balance, and aftermarket service, spares and claims. Invoice matching line by line against purchase orders and goods receipt chasing sit in that same order-operations envelope. Custom tools and connectors can be built alongside the vendor catalog, and you can bring your own LLM rather than being locked to one provider. Honest weaknesses. Effectiveness depends on the quality of your existing ERP data — deterministic tools are unforgiving of a master data mess. The agent set is constrained to order operations, so this is not a platform for finance close, HR or marketing automation. And the way Riff sells is a partnership, not a checkout: forward-deployed engineers inside your organisation, a roadmap with an owner and a number on each use case, and training until your own experts can extend the agents. That model is a genuine advantage for an enterprise that wants capability transfer, and a genuine mismatch for a team that wants to swipe a card and try it on Sunday. Where it fits: an industrial manufacturer or distributor running a real ERP with procurement staff manually chasing supplier confirmations, matching invoices and firefighting order deviations, where a missed date costs real money. Where it doesn't: solo builders, small teams without formal procurement workflows, and anyone who wants a general-purpose assistant rather than agents pointed at order operations.
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Real-world workflow fit
Concrete scenarios for the personas Databutton actually fits — and what changes day-one when you adopt it.
Points the Order Confirmation Agent at open POs so supplier replies are read, confirmations are written back to SAP, and only genuinely ambiguous cases land in the team's inbox
Outcome: Confirmations clear without a person retyping them, the inbox holds only judgment calls, and every agent write is signed and reversible if something looks wrong
Runs the Discrepancy Agent across order deviations and goods receipt, with escalation thresholds set so date slips above a value threshold route to a human
Outcome: At-risk orders surface before the missed date costs money instead of being found in a weekly review
Uses line-by-line invoice matching against purchase orders, with mismatches escalated rather than auto-posted
Outcome: Reconciliation shifts from manual spreadsheet work to reviewing the exceptions the agent could not resolve
Use Cases
- Automate supplier order confirmations and write updates straight back into the ERP
- Let an agent send counter-offers and manage spend on routine procurement negotiations
- Match supplier invoices line by line against purchase orders instead of doing it by hand
- Chase goods receipt and surface at-risk orders before a missed date costs money
- Route order deviations to a human inbox while agents clear the routine volume
- Scale order volume without scaling procurement and back-office headcount
- Give IT per-agent read/write limits and signed, reversible audit trails on live orders
- Build your own connectors and tools on the same platform as the vendor agents
Models Under the Hood
as of 2026-09-22
Limitations
- Riff works through your ERP rather than around it, so a live integration with Infor, SAP, Oracle or Microsoft is a prerequisite, and agent accuracy is bounded by the quality of the data already in those systems.
- The agent catalog is deliberately narrow — order handling, procurement, logistics, planning and aftermarket — so finance, HR and general knowledge work are out of scope.
- The delivery model is forward-deployed: Riff engineers work inside your organisation, ready-made agents are quoted at around six weeks to go live on your ERP, and enablement is part of the package rather than optional, which is a poor fit for teams that want to evaluate and launch on their own.
as of 2026-10-02
Verification history
We have re-verified Databutton 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-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
- — 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.
Where the pricing makes sense
The company stage and team size where Databutton's pricing actually pencils out — and where peers do it cheaper.
Riff sells as a partnership with commercial terms tied to outcomes rather than published list prices, so the real comparison isn't a per-seat rate card — it's the cost of the procurement and order-handling headcount plus the exceptions you're absorbing today. It is priced for mid-size and large industrial operations where ERP order volume and exception rates justify a program; teams below that scale are better served by cheaper, self-serve tooling.
Setup time & first value
How long it actually takes to get something useful out of Databutton — broken out by persona, not the marketing-page minute.
Ready-made agents going live on your ERP are quoted at around six weeks, which includes the forward-deployed engineer work and the guardrail configuration. Builders on your own team then learn on your use cases until they can adapt agents and add new ones without Riff.
Switching to or from Databutton
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From manual ERP order chasing: point the Order Confirmation Agent at open POs and let it write confirmations back, keeping your existing ERP as the system of record
- →From a supply chain copilot that only drafts suggestions: move the recommendation into deterministic tools with read/write limits so agents can actually execute
- →From spreadsheets tracking order deviations: run the Discrepancy Agent on the same orders and route only genuine judgment calls to the existing team
- ↗To a self-serve automation platform: rebuild the deterministic tool calls and guardrail logic yourself, accepting that agent actions are no longer signed and reversible the same way
- ↗To a generic enterprise AI assistant: keep the human review step, since a general assistant will not write corrective updates into live ERP order records
- ↗To in-house agent engineering: use the enablement program to take over the agents and connectors, though the shared context across orders and suppliers is the hard part to replicate
Integrations
Resources & Guides
Tutorials & Learning
YouTube returned 6 videos for “Databutton”, and we withheld 6: 6 could not be judged, because “Databutton” 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 Databutton.
Official links
Tools that pair well with Databutton
Common stack mates teams adopt alongside Databutton, with the specific reason each pairing earns its keep.
Fiix
AI-powered CMMS for maintenance teams — work orders, assets, parts, and analytics in one cloud hub.
Coupa AI
Coupa AI is an AI-native spend management platform that runs agentic procurement, finance, and supply chain workflows inside a mature source-to-pay suite.
Microsoft Dynamics 365 Supply Chain
Microsoft's enterprise supply chain ERP with Copilot and AI agents woven into planning, procurement, manufacturing, and warehouse operations.
Featured Head-to-Head Comparisons
Databutton vs Presto Voice
Databutton and Presto Voice serve completely different verticals—supply chain procurement vs. QSR drive-thrus—so the choice hinges on your industry. If you're an enterprise procurement team needing deterministic, auditable agents for order confirmations and negotiations, Databutton is the fit. If you're a QSR chain aiming to automate drive-thru order taking and upselling for revenue lift, Presto Voice (with recent partnerships like Dairy Queen) is the choice.
Databutton vs Bitsgap
Choose Databutton if you need deterministic AI agents for supply chain procurement with enterprise-grade compliance. Choose Bitsgap if you want automated crypto trading bots with demo mode and multi-exchange support. They serve entirely different markets, so the decision hinges on your domain: operations vs. trading.
Databutton vs Truleo
Choose Truleo if you're in law enforcement and need to analyze jail calls, body cameras, and OSINT data in one place. Choose Databutton if you run supply chain procurement and need autonomous agents for order confirmations and negotiations. They serve completely different domains — no overlap.
Alternatives to Databutton
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Fiix
AI-powered CMMS for maintenance teams — work orders, assets, parts, and analytics in one cloud hub.
Coupa AI
Coupa AI is an AI-native spend management platform that runs agentic procurement, finance, and supply chain workflows inside a mature source-to-pay suite.
Microsoft Dynamics 365 Supply Chain
Microsoft's enterprise supply chain ERP with Copilot and AI agents woven into planning, procurement, manufacturing, and warehouse operations.
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