The Prophecy Blog
The latest product news, thought leadership, and resources from the Prophecy team.
AI-native Analytics
Enabling AI Apps for Business Data Work
Equip ChatGPT, Claude, and Copilot for real data work: AI self-serve for business users, governed on the platform you already own.
Structured Finance
How Waterfall Asset Management Turned Data Prep Speed Into a Competitive Edge with Prophecy
Waterfall Asset Management partnered with Prophecy to automate loan tape cracking, eliminating the manual back-and-forth that once slowed down data-driven decisions.
AI-native Analytics
AI-Easy Data Workflows, with Trust, for Business Users
AI can finally bring safe, trusted self-service data management to business users.
Structured Finance
Closing the Two Loops Between Raw Loan Tape and Portfolio Decision
Manual tape work and analyst-PM rework slow loan portfolio analytics. See how agentic AI and a governed platform close both loops without breaking review.
Self-service Data Preparation
The Open-Source Case for Data Prep
'No lock-in' is core to Prophecy's value proposition.
Prophecy for Snowflake
Prophecy + Snowflake: Self-Service Data Prep Without the Governance Tradeoff
Prophecy extends Snowflake's RBAC and masking policies to business analysts—no SQL required.
ETL Modernization
Alteryx Customers Are Living Through 2016 Again
Why the Alteryx workflow rebuild problem stops migration, and how Prophecy solves it.
AI-native Analytics
5 Things Prophecy Does That Databricks Lakeflow Designer Can't
Comparing Prophecy and Databricks Lakeflow Designer? See how Prophecy delivers multi-platform support, 50+ operators, and full governance at enterprise scale.
AI-native Analytics
Why “Almost Right” Is the Biggest Problem With AI-Generated Data Pipelines
An AI-generated data pipeline that runs cleanly can still be wrong.
Prophecy for Databricks
Your Data Lives in Databricks. Why Is It Commuting to Alteryx Desktop?
Your lakehouse promised one governed copy of data. Alteryx moves it to desktops daily. Learn about the five costs of the commute and how to bring it home.
Prophecy for Snowflake
AI Data Preparation for Snowflake with Claude Code
Bridge the gap between AI generation and enterprise governance. See how Prophecy empowers business users to automate reliable data preparation directly within Snowflake.
Structured Finance
How AI Accelerates Structured Finance
Structured finance runs on speed and confidence. Speed to evaluate a tape. Confidence that the collateral holds up with verifiability - a virtual paper trail that survives investment committee, auditors, and rating agency scrutiny.
AI-native Analytics
AI-Led Industrial Revolution: First Code, Now Data
The First Industrial Revolution wasn’t just about new machines. It was about new ways of organizing work. That same pattern is now playing out in software—and data is next.
AI-native Analytics
The AI Data Prep Landscape
AI transformed how software is written in 2025. Data preparation is next.
AI-native Analytics
The AI Data Prep & Analysis Opportunity
The opportunity is to rethink how analysis happens. Not a toy that generates code for a demo, but an operating model and platform that shrinks the path from intent to impact.
ETL Modernization
Weigh Your Options As You Move Off Alteryx
Explore alternatives to Alteryx for modern data prep. Explore options and how Prophecy delivers scalability and openness to modernize data preparation.
AI-native Analytics
It's Time to Change How You Do Your Data Work, with Prophecy DataGPT
Announcing the latest evolution of Prophecy.
Prophecy for Snowflake
Prophecy and Snowflake Partner to Bring AI to Enterprise Data
Prophecy's visual, editable workflows backed by native Snowflake SQL are a trusted way for business users to prep and analyze enterprise data.
Events + Announcements
Building Production-Ready Data Workflows With Human-Centric AI Agents
Use a conversational interface to describe your goals, AI agents generate data prep workflows and analysis to deliver insights
Events + Announcements
InfoWorld Names Prophecy Winner in 2025 List of Technology of the Year
InfoWorld announces Prophecy as a 2025 Technology of the Year winner in the “Data management: pipelines” category.
Prophecy for Databricks
Announcing Prophecy Express for Databricks
AI has changed the enterprise sales process, with new expectations around the buying experience and value achievement. Prophecy Express is our answer.
Events + Announcements
Prophecy Named a Cool Vendor in the 2025 Gartner® Cool Vendors™ in Data Management: The 'Modern Data Stack' Grows Up report.
We’re thrilled to announce that Prophecy has been recognized as a Cool Vendor in the 2025 Gartner Cool Vendors in Data Management: The ‘Modern Data Stack’ Grows Up report.
Events + Announcements
5 Takeaways from the Gartner Data & Analytics Summit
Prophecy and data leaders embrace the GenAI moment at Gartner 2025
AI
Alteryx vs. Databricks in 2026: Cost, Skills, and Scale Compared
Compare Alteryx vs. Databricks for data prep in 2026. Find out who can build each workflow, where it runs, and what happens during a migration.
Data Engineering
Data Transformation Tools Compared: 11 Picks for 2026
From visual workflows to SQL models, these 11 data transformation tools serve different teams. Compare their strengths, costs, and tradeoffs.
AI-native Analytics
AI Agents for Data Analysis: 3 Types, Examples, and Risks
Learn how AI agents for data analysis work, the three main types, where they help across an analysis, and the checks that keep results reliable.
AI
KNIME Pricing: Free, Pro, Team, and Business Hub Costs
KNIME pricing starts free and grows with usage. See how credits and vCore minutes add up on Pro and Team, and what Business Hub costs for teams.
Data Engineering
11 Best Dataiku Competitors and Alternatives for 2026
Compare 11 Dataiku competitors on features, pricing, deployment, governance, and team fit. Find the right analytics or AI platform for your team in 2026.
AI
Alteryx vs. Dataiku Compared: Pricing, Features, and Fit
Compare Alteryx vs. Dataiku on data preparation, code, deployment, governance, and pricing to find the right fit for your analysts and data science team.
AI-native Analytics
9 Best AI Agents for Data Analysis in 2026 (Ranked & Tested)
The 9 best AI agents for data analysis in 2026, evaluated for reasoning, governance, and cost, checked directly against each vendor's own pricing page.
AI-native Analytics
11 Best AI Tools for Data Analysis in 2026 with Pricing
Choose from 11 AI tools for data analysis based on your workflow, data stack, and budget. Compare BI, ML, spreadsheet, and governed prep tools.
Data Strategy
Self-Service Data Preparation: The 7-Step Playbook
Self-service data preparation follows seven steps, from raw data access to delivery. Walk through each step, plus governance and how to pick a tool.
Data Strategy
Dataiku Pricing 2026: Editions, Costs and What to Expect
Dataiku doesn't publish pricing on its site. See what's free, what drives a custom quote, and how to decide if a sales call is worth your time.
Analytics
Data Analytics Automation: What It Is and Where to Start
Data analytics automation explained simply, with real examples from finance, marketing, supply chain, and sales, plus where most teams start first.
Structured Finance
Structured Finance Software Stack: From Origination to Reporting
Explore the structured finance software stack from origination and securitization to ABS reporting.
Data Governance
How Audit-Ready Data Workflows Get Built Without Spreadsheet Chaos
FP&A teams waste 46% of time on data prep. Learn how governed self-service workflows replace ticket queues with audit-ready model inputs.
ETL Modernization
10 Reasons Data Analysts Are Trading Alteryx Designer for Prophecy
Prophecy replaces Alteryx Designer with AI-powered, cloud-native data workflows that compile directly to cloud data platforms, giving analysts the speed of AI generation with visual inspect-and-refine confidence.
AI-native Analytics
The Benefits of Agentic Data Prep and How to Achieve Them for Your Organization
A closer look at outcomes and practical considerations for the path to AI modernization.
AI-native Analytics
Unlocking Faster Data Prep with Agentic Capabilities
Four specialized capabilities determine whether AI agents genuinely accelerate data preparation—or just add noise. Here's what robust agentic data prep requires.
AI-native Analytics
Agent-Powered Pipeline Development: Designed for Humans, Built for Production
AI agents shouldn't auto-deploy pipelines. See how Prophecy's agentic approach keeps humans in control—with visual workflows, natural language refinement, and real governance.