Prophecy launches new AI data prep tools today, giving business users a step-by-step way to review what an AI agent changed in a data workflow before trusting the output, and describing the release as an expansion of its AI agents from Databricks to Snowflake. The San Mateo-based company, which builds a self-service data transformation platform, framed the release around a specific complaint from its own customers: budgets keep flowing into AI models and agents, but pilots aren't turning into usable results because nobody budgeted for the unglamorous work of preparing the underlying data.

I've seen this pitch before, more than once, from more than one company in the ETL and data-prep space. “Your AI initiative is stalling because of data prep, not the model” is close to becoming the default marketing line in this category this year, and Prophecy leans into it directly in its own headline. That doesn't make the diagnosis wrong. It's a real bottleneck. But it's worth naming the pattern before taking the framing at face value, and in this case, checking Prophecy's own past announcements turns up a wrinkle in how today's release is being pitched.

Here's what Prophecy actually shipped, and where its own record complicates the story.

Quick Take

  • What happened: Prophecy, a self-service data transformation platform based in San Mateo, California, launched new AI data prep tools on September 8, 2026, adding a step-by-step review flow for AI-generated workflows, which it describes as expanding to Snowflake alongside existing Databricks support.
  • Who it affects: Business analysts and data teams at enterprises using Snowflake or Databricks who want to build data workflows without waiting on data engineers, plus anyone comparing Prophecy against alternatives like Alteryx.
  • Why it matters now: The release leans on a real, widely discussed industry problem, that AI spending on models and agents keeps growing while pilots stall on data prep work, but Prophecy's own past announcements complicate the “new to Snowflake” framing in today's release.

What Prophecy Announced

According to Prophecy's own announcement, the release centers on four capabilities: an agent that combines user prompts with a metadata-based knowledge graph to prep data, reshape it into target formats, and run ad hoc analysis; a review layer, built using Anthropic's Claude Code, that walks users through exactly what an agent changed in a workflow or chart before they sign off on it; one workspace where users can adjust a workflow and build a chart without switching tools; and dashboards that convert a plain-English question into charts and summary findings without writing a query.

Raj Bains, Prophecy's CEO, put the underlying complaint plainly, arguing enterprise budgets keep flowing into AI models and agents even as pilots fail to deliver value because, in his words, “few are budgeting for AI data prep.” Prophecy CTO Maciej Szpakowski argued the Snowflake rollout matters because it keeps data governance under the team that already manages it, instead of requiring data to move elsewhere before an agent can use it. The new tools are live now on Prophecy's Professional and Enterprise editions.

The Snowflake Framing Doesn't Quite Hold Up

Here's a detail today's press release glosses over. Prophecy already had a full Snowflake offering well before this launch. The company's own Prophecy v4 announcement from February 24, 2026 said its Claude Code-based AI agents ran natively on Databricks, Snowflake, and BigQuery, and a company blog post from May 28, 2026 walked through Prophecy's Data Studio, Automate, and Data Intelligence components running specifically inside Snowflake, months before today's launch.

So “expands Prophecy's new AI agents to Snowflake, joining existing support for Databricks” oversells what's actually new here. What's genuinely new appears narrower: the specific step-by-step review flow for checking agent-generated changes piece by piece, which is a real addition, just not the same claim as Snowflake support arriving for the first time.

Where This Fits in Prophecy's Business

Prophecy pitches itself directly against Alteryx, the long-standing incumbent in visual data prep. The company's own blog has run detailed comparisons, including one claiming Alteryx Designer starts at roughly $5,195 per user per year plus about $80,000 annually for the Alteryx Server needed for governance, figures that come from Prophecy rather than Alteryx and should be read as a competitor's framing rather than independently verified pricing.

The company says it's used by enterprise data teams including HSBC, SAP, JPMorgan Chase, and Microsoft, and was named a 2025 Technology of the Year winner by InfoWorld. HSBC's presence on that list tracks with Prophecy's most recent disclosed funding, a $47 million Series B1 round in January 2025 led by Smith Point Capital that brought HSBC on as a new investor alongside existing backers Insight Partners and SignalFire.

Why It Matters

The “AI spending isn't turning into AI results” pitch isn't unique to Prophecy this year. Google Cloud has been making a similar argument about enterprises needing governance and interoperability more than the newest model, and Info-Tech Research Group has published its own take on why routine IT maintenance keeps eating budget that could otherwise go toward new value. Prophecy's version is narrower and more self-interested, since the fix on offer is its own product, but the underlying diagnosis lines up with what more neutral observers are also saying this year.

Worth flagging plainly: every other outlet covering this launch, including the wire syndication sites that reprinted the release verbatim, is working from the same GlobeNewswire copy. No outlet has independently tested the new review flow or verified how it holds up against the SQL and Spark code it's meant to replace.

What to Watch

Watch whether Prophecy corrects or clarifies the Snowflake framing given its own prior announcements, and whether it publishes independent benchmarks or named customer results tied specifically to this release rather than the general ROI framing in the launch copy. Also watch how direct competitors, including Alteryx and cloud-native tooling built into Snowflake and Databricks themselves, respond with their own “review before you trust it” features, since that's the part of this pitch most likely to get copied if it resonates with buyers.

Key Takeaways

  • Prophecy launched new AI data prep tools on September 8, 2026, including a step-by-step review flow for AI-generated workflows, built on Anthropic's Claude Code, now available on Professional and Enterprise editions.
  • Prophecy's framing that Snowflake support is new doesn't match its own record: a February 2026 press release and a May 2026 blog post both describe Claude Code-based AI agents already running natively on Snowflake.
  • Prophecy pitches itself as an Alteryx replacement and lists HSBC, SAP, JPMorgan Chase, and Microsoft as customers; HSBC joined as an investor in Prophecy's $47 million Series B1 round in January 2025.
  • No independent outlet has tested or verified today's launch; every other outlet covering it is working from the same press release.

FAQ

What did Prophecy actually launch on September 8, 2026?

Four capabilities for business users: a data agent that handles prep and analysis tasks from plain-language prompts, a step-by-step review flow (built on Anthropic's Claude Code) for checking AI-generated changes before approving them, a single workspace combining data prep and analysis, and dashboards that turn plain-language questions into charts. All four are live now on Prophecy's Professional and Enterprise editions.

Is Snowflake support actually new for Prophecy?

Not entirely. Prophecy's own February 2026 press release for its v4 launch said its Claude Code-based AI agents already ran natively on Databricks, Snowflake, and BigQuery, and a May 2026 company blog post detailed a full Snowflake-specific offering. What appears genuinely new in this release is a specific step-by-step review feature, not Snowflake support itself.

How does Prophecy compare to Alteryx?

Prophecy positions itself as a cloud-native alternative to Alteryx Designer, and its own blog publishes side-by-side comparisons, including competitor pricing estimates. Those figures come from Prophecy, not Alteryx, and haven't been independently verified.