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Agentic Data Prep & Analysis

Turn raw data into trusted insights with visual data workflows built with specialized Claude Code.

An end-to-end solution, analysts produce assets with governance on Databricks, Snowflake, BigQuery.

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Video Transcript: Prophecy in Action

Hi, we are the co-founders of Prophecy and we have an exciting new product to share with you. Over the past 2 years, coding without AI now seems impossible. What used to take days to weeks takes minutes. But what about data? How do we [music] bring this power of AI to millions of data users who do data prep and analysis every day? >> Let's face the reality. Most business users are not programmers. They start with spreadsheets and that works [music] until the data gets complicated and then they get stuck behind the ticketing cues of central data platforms. The backlogs pile up, the users get frustrated and business decisions get delayed. The visual desktop tools did help but they left most [music] of the companies with a wild west. Fragile logic, silos and a lot of technical debt. Today teams want and need AIdriven productivity, enterprise governance and cloud [music] scale all together. >> So we asked a simple question. How would you rebuild data prep and analysis [music] if you started with AI agents at the core? So what prophecy does is that you ask a business question. For that we prepare [music] the data and give you the analysis. To do this we have a unique approach [music] that does three main things. First is quality. We use cloud code specialized for data delivering amazing results. Second [music] is trust. You've got to be able to trust your answers and business data users [music] don't like code. So we take this code and lift it into the visual layer and the visual workflows [music] you can inspect, refine and validate. And finally we provide an end toend solution. Unlike the texttosql [music] products, we start with raw data, prepare the data for your business problem, do the analysis, do all of this on top of your cloud data platform such as data [music] bricks, snowflake or bigquery and run with scale and governance. And what do you [music] get for that? You get amazing results. Let's look at that. Let me show you how AI is changing data [music] prep and analysis. This is prophecy. On the left is the agent. This is our specialized version of cloud code. On the right is the data preparation and analysis [music] tabs. The result flow from the data preparation workflow straight into the analysis. [music] Today I'll put myself in the shoes of a marketing analyst working in a car dealership. The goal is simple. Understand historical campaigns performance and [music] launch a new campaign with better segmentation and optimized revenue targets. Let's get started. First, [music] we look at the campaign conversions. I'll point our agent to marketing data on datab bricks. Build a funnel conversion analysis for the existing [music] campaigns. Perfect. I didn't have to do a thing. AI built the whole workflow and analysis for me. The workflow reads the data from all of the stages, combines it, reshapes [music] it, and pushes it straight into the analysis, all from a single prompt. I [music] can see all of the transformations very clearly. I can validate them, and I can refine them. But there is more. [music] Here are the KPIs of the cars sold, revenue generated, and [music] we can see all of the funnel stages. This is perfect. We should update this before the daily marketing meeting. We can schedule [music] it from here. Now, let's go even further. [music] We want a new campaign with optimized segments. Let's start by creating a new workflow. Now, for the segmentation, I'm going to upload a vendor provided data set. And now let's ask the agent to recommend the good segments. uh using this demographic data recommend good segments for a marketing campaign. This is no longer just data prep. We are getting strategy and AI [music] made some great recommendations about targeting and optimizing the revenue. We can also see two clear groups affluent buyers and costconscious [music] buyers. The affluent buyers convert slightly lower, but they generate much higher revenue per sale. [music] That's because they are buying more expensive cars. The AI so far analyzed four years of data. I only want to focus on the last year for the segmentation. Let me [music] update that. And now we can see something new. California buyers are shifting toward higherend vehicles [music] than New Yorkers. Very interesting. This is [music] a gamecher. The AI not only prepped my data, but it also identified key insights and made recommendations for how to best hit [music] my business goals. And that's Prophecy. >> And how do you access Prophecy? The individuals can go to our website today and start using Prophecy for absolutely free. And for enterprises, we have Prophecy Express, [music] which will guarantee you your first production win within 90 days. >> This is big. It'll change many industries. Financial auditors will be able to go from months to near real time. [music] Marketers can build, deploy, and monitor their own campaigns. And financial asset buyers can go from raw data straight to dashboards, make the financial decisions. In 2 years, everybody will be using AI for data just as they're using AI for code. So go to prophecy.ai and get started today.

See how to replace Alteryx with Agentic AI →

Trusted by the largest enterprises
HSBC LogoJP Morgan Chase & Co.Microsoft LogoAmgen LogoClear Water Analytics LogoSAP LogoRalph Lauren LogoDeutsche Telekom LogoMarks & Spencer logoAcxiom logoPfizer logoToyota logo
HSBC LogoJP Morgan Chase & Co.Microsoft LogoAmgen LogoClear Water Analytics LogoSAP LogoRalph Lauren LogoDeutsche Telekom LogoMarks & Spencer logoAcxiom logoPfizer logoToyota logo

Trusted by leading global enterprises including HSBC, JP Morgan, Microsoft, Amgen, ClearWater, SAP, Ralph Lauren, Deutsche Telekom, Marks & Spencer, and Toyota.

What is Agentic Prep & Analysis?

Agentic Data Prep & Analysis flips the data workflow. Users do not manually develop data workflows, they now describe business goals to the AI agent, which generates the visual workflows that the users inspect, refine and validate.

1
User describes business goal to agent
2
Agent generates a workflow to prepare the data, user refines
3
Agent generates insights from the prepared data
Preparation
Agentic Data Prep Diagram

How Agentic Data Prep & Analysis Works

Phase 1 – Preparation: The user describes a business goal in natural language (example: "segment marketing leads by campaign"). The AI agent reads the knowledge graph, thinks through the logic, and writes a data pipeline. Intermediate steps visible to the user include joins, filters (e.g. "status = new"), and segment definitions against account detail data.

Phase 2 – Review: The agent surfaces its work as a visual pipeline that the user can inspect step by step — showing exactly how the data was prepared, what was joined, and what was filtered. Users can refine any step before proceeding.

Phase 3 – Analysis: Once the prepared data is validated, the agent generates insights and visualizations. Example output: "There are 3 segmentations of the marketing leads with interesting insights." Results are rendered as charts and summaries the user can act on immediately.

Review AI Agent Work Writing pipeline... Reading Knowledge Graph... Thinking deeply.... segment by ... open leads join status = new acct detail segment marketing leads by campaign Message agent....
Analysis

There are 3 segmentations of the marketing leads with interesting insights. Let’s visualize them below:

Demo: AI agent workflow in action. A user types the prompt: "segment marketing leads by campaign." The Prophecy AI agent immediately begins working: it reads the Knowledge Graph to understand available data, thinks through the required logic, and writes a data pipeline. The pipeline joins the open leads table with account detail data, applies a filter for status = new, and segments the results by campaign. Once complete, the agent responds: "There are 3 segmentations of the marketing leads with interesting insights" and renders them as visualizations for the user to review.

The End-to-End Solution for Business & Platform Teams

Prophecy brings the power of AI Agents that coders have to millions of data users by automating and accelerating tedious data tasks.

Market Leading Data Agents

Diagram showing specialized Claude Code AI agents analyzing data schemas and generating workflow logic

Specialized Claude Code based AI agents that understand your data and apply data specific skills to generate the best results.

Visual Inspect & Refine

Illustration of a visual data workflow canvas where a user inspects and edits AI-generated pipeline steps

AI generates results as visual data workflows, so business users can quickly inspect the logic, refine it to match their intent, and validate the final output.

Integrated Data Execution

Diagram showing data connectors reading and writing to Databricks, Snowflake, and BigQuery with scheduling and monitoring

You schedule and monitor workflows. Each reads/ writes data using built-in high-performance connectors, and run transforms in Prophecy or your SQL or Spark platforms.

Complete Data Lifecycle

Illustration of visual workflows deploying to production as governed, high-performance code on cloud data platforms

The visual workflows can be deployed to production as high-performance code that runs at scale with governance on Databricks, Snowflake or BigQuery that can be shared.

Analysts become more productive, and business users now self-serve.

See it in action - No sign up required

Try a sample analysis and see what Prophecy agents can do

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Use Prophecy AI to analyze movies and awards data over time and uncover unexpected trends.

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Prophecy AI helps marketing ops handle Salesforce attribution and pipeline questions without data engineering.

Explore
Pie Chart displaying HR Data

Talent Acquisition

FP&A analysts are stuck in spreadsheets, but with Prophecy you build business logic once and use AI to speed up analysis and decision-making.

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