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Riff Review

Riff is an AI-powered platform that automates procurement, planning, and logistics to optimize supply chains, reduce costs, and scale company operations.

shipped Jul 5, 2026aipaid
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Riff — product screenshot

Why it matters

1Riff (formerly Databutton) rebranded on October 23, 2025.
2The company secured $16 million in Series A funding in October 2025, bringing total funding to $21 million.
3Riff enables up to 80% reduction in manual work through AI agent automation.
4The platform is SOC 2, ISO 27001, and GDPR compliant, with 100% EU data residency.

Specs

API Available

Yes, public API

overview

What is Riff?

Riff is an AI-powered platform for building full-stack AI applications and agents developed by Riff (formerly Databutton) that enables non-technical users and business "doers" to build and deploy full-stack AI applications and agents rapidly. It automates procurement, planning, and logistics to optimize supply chains, reduce costs, and scale company operations. The platform, known for its "vibe coding" approach, allows users to describe desired applications in natural language, with an AI agent generating React frontends, FastAPI backends, and managing deployment. Riff aims to bridge the gap between AI tool proliferation and enterprise AI initiative failure rates by enabling production-ready solutions without extensive coding expertise.

features

Key Features of Riff

Riff provides a comprehensive suite of features designed to facilitate the rapid development and deployment of AI-powered applications and agents. Its core functionality revolves around natural language interaction, allowing users to describe their requirements and have AI agents construct the necessary software components. The platform emphasizes governance, compliance, and integration with existing enterprise systems.

  • Natural language-driven application generation for React frontends and FastAPI backends.
  • Automated code testing, debugging, and secret management by AI agents.
  • Structured task lists and chat-like agent conversations for project oversight.
  • Automation of procurement, planning, and logistics workflows, including confirmation chasing and invoice matching.
  • Integration with existing ERP, CRM, and data platforms (e.g., SAP, Oracle NetSuite, Salesforce, Snowflake).
  • Built-in Postgres database and user authentication for new applications (as of June 19, 2025).
  • Custom automations built by AI agents and native integrations with SaaS tools like HubSpot and Stripe.
  • Background agents for mobile changes and real-time updates.
  • Domain whitelisting for enhanced internal application security.
  • Governance layer for agentic automation, ensuring safe deployments, visibility, and data control.

use cases

Who Should Use Riff?

Riff is designed for organizations and teams seeking to leverage AI for operational efficiency and scalability, particularly those with limited in-house development resources for AI applications. Its focus on non-technical users makes it accessible across various business functions.

  • Companies aiming to automate procurement, planning, and logistics processes to reduce manual effort by up to 80%.
  • Businesses seeking to scale operations and order volume without increasing headcount, thereby reducing operational costs.
  • Teams looking to improve supply chain predictability and efficiency through AI-driven insights and automation.
  • Organizations needing to free up expert personnel from repetitive tasks to focus on strategic initiatives.
  • Enterprises in financial services, logistics, healthcare, manufacturing, and consumer goods requiring rapid deployment of internal tools and governed AI agents.

how to use

How to Use Riff

Riff operates as a "vibe coding" platform, enabling users to initiate application development by describing their desired functionality in natural language. The AI agent then takes over the technical implementation and deployment.

  • 1Access the Riff platform via a web browser.
  • 2Describe the desired application or workflow using natural language prompts.
  • 3Review the AI agent's generated task list and engage in chat-like conversations for refinements.
  • 4The AI agent generates React frontends, FastAPI backends, and manages code testing and debugging.
  • 5Utilize built-in features like Postgres database and user authentication for new applications.
  • 6Deploy the production-grade application, often within weeks, with integrated compliance and security measures.

pricing

Riff Pricing & Plans

Riff operates on a paid business model. Specific pricing tiers, subscription costs, or usage-based rates are not publicly detailed on the provided information. Interested users are advised to contact Riff directly for a customized quote based on their organizational needs and scale of deployment.

Pros

  • +Enables non-technical users to rapidly build and deploy full-stack AI applications and internal tools.
  • +AI agent automates complex tasks like code generation, testing, debugging, and secret management.
  • +Provides a structured workflow and intuitive interface for managing AI projects.
  • +Offers native integrations with core SaaS tools and enterprise systems (ERP, CRM, data platforms).
  • +Includes built-in features such as Postgres database and user authentication, reducing reliance on third-party tools.
  • +Strong compliance framework with SOC 2, ISO 27001, and GDPR, ensuring data security and governance.

Cons

  • Specific pricing details are not publicly available, requiring direct contact for cost assessment.
  • Some users have reported inconsistencies in support responsiveness, particularly for smaller clients.
  • Concerns exist regarding credit usage, with AI-introduced errors potentially consuming credits rapidly.
  • The overall cost structure has been described by some users as potentially high or unpredictable.

Policies

Free Tier

Vendor website advertises a free tier.

Similar Tools

Riff vs Competitors

Riff positions itself within the AI automation landscape, particularly for supply chain optimization, by focusing on AI agents that build and deploy full-stack applications. It differentiates from competitors through its 'vibe coding' approach and broad application across procurement, planning, and logistics.

1
Procure Ai

Procure Ai is an AI-native Procurement Automation Platform that uses Generative AI, predictive analytics, and autonomous execution to streamline procurement operations.

Procure Ai focuses specifically on automating procurement processes with agentic AI, which directly overlaps with Riff's procurement automation capabilities. Riff, however, also extends its AI agents to broader planning and logistics optimization.

2
Blue Yonder Luminate

Blue Yonder Luminate offers AI-powered end-to-end supply chain management, predictive analytics, and fulfillment optimization, utilizing machine learning for demand forecasting, inventory planning, and transportation.

Blue Yonder Luminate provides a comprehensive, unified platform for the entire supply chain, including logistics and planning, making it a broader solution compared to Riff's focus on AI agents for specific procurement, planning, and logistics tasks.

3

Coupa is a unified AI platform for finance, procurement, and supply chain, leveraging extensive community spend intelligence to power its AI capabilities.

Coupa offers a wider suite of functionalities encompassing finance, procurement, and supply chain management, making it a more expansive platform than Riff, which concentrates on AI agents for supply chain optimization, cost reduction, and operational scaling.

4
Raft

Raft is an AI and logistics platform designed to help freight forwarders and customs brokers automate workflows, reduce costs, and scale efficiently by centralizing fragmented supply chain data.

Raft specializes in AI for logistics, particularly for freight forwarders and customs brokers, aligning closely with Riff's logistics optimization capabilities. However, Riff also explicitly includes procurement and planning automation as core offerings.

AI Reputation Report

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