Skip to content
‹ Back to IndustriesSoftware & Technology

Snowflake’s AI Bots inherit each employee’s data permissions

Snowflake says its Bots, which sit on top of CoCo, its coding agent for data teams, and CoWork, a personal work agent, act under the permissions of the person they work for. If that holds, existing role grants decide what the agents can reach. Shared business definitions matter too. A companion announcement covers an ontology that, according to dentsu's Joe Tobey, gives each definition an owner.

This story was produced through MarketScale. See how Software & Technology teams put it to work with Executive Thought Leadership.

By MarketScale Newsroom · SnowflakeSnowflake CoworkSnowflake CocoAi Agents
Share
Snowflake’s AI Bots inherit each employee’s data permissions

Key takeaways

01

An agent that inherits a user's exact permissions is only as well-scoped as that user's last access review: access a person holds but never uses becomes access a background Bot can use on every run.

Free workspace

Turn your Software & Technology expertise into content.

Record interviews, organize footage, and write with AI on a free trial of the MarketScale platform for qualifying companies. No demo required, no credit card.

Try it Free

The Bots sit on top of two products Snowflake already sells. CoCo is its coding agent for data teams. CoWork is a personal work agent for knowledge workers.

The detail that deserves a data platform owner's attention is where the Bots get their authority. If an agent works under the permissions of the person it acts for, a company's existing role grants decide what a tireless piece of software can reach.

Agents that borrow an employee's access

Inheriting permissions is a sensible default because it reuses controls companies already audit. What changes is how often those controls get exercised. Access granted to a person who rarely uses it becomes access a background agent can use on every scheduled run. An agent that inherits a user's exact permissions is only as well-scoped as that user's last access review.

Before a team switches on Bots, compare each member's role grants with what they actually query. Any access a person holds but never uses is access a Bot acting for them can reach, run after run.

One official definition of revenue

Snowflake's own release names the failure it wants to prevent: an agent that doesn't know how a company defines revenue can give a confident wrong answer that someone then has to catch. A companion announcement the same day, also distributed through Business Wire, goes after exactly that.

The problem Snowflake describes will be familiar to anyone who has sat through a metrics meeting.

Joe Tobey, head of data product engineering at dentsu, said in the announcement that once agents become the way people query data, definitions can't stay in a static data dictionary; the ontology gives each one an owner and links it to the data that implements it.

Inherited permissions settle what an agent may touch. The ontology settles what the numbers it touches mean.

Novo's rollout at 900 terabytes

Loïc Giraud, vice president of data and AI foundation at pharmaceutical company Novo, inherited a Snowflake setup when he joined in 2024, used by affiliates in 80 countries for sales, marketing, finance and procurement. His first move was organizational: he folded the Snowflake teams and technology into one global function, then integrated more datasets before bringing in CoCo.

Novo now holds more than 900TB in Snowflake, and around 25,000 people across its affiliates use the platform directly or indirectly, through a front end, tabular output or a chat engine. Novo is also exploring CoCo, which its data engineers use to build new connections to services. Giraud said the company has created some agents that build data pipelines, an approach he said can reduce the number of engineers it needs focused on producing products and apps.

The order of operations is the transferable part. Platform first, richer data second, agents third, with Giraud insisting that guardrails and controls be in place before end users build their own solutions.

Novo also marks where a single platform's boundary stops. Giraud said data processed in Snowflake can be pushed out to ChatGPT, Snowflake services or anything else. Even if a Bot's inherited permissions govern work inside Snowflake, agents running elsewhere need controls of their own, which is the territory Cortex AI Gateway is pitched to cover and the claim buyers with mixed agent estates will want to test first.

Claudeforce takes the other road

The designs point in different directions. Claudeforce, from Salesforce and Anthropic, brings a system of record's data and rules into the assistant where the seller already works. Both promise governed action. For a CIO whose customer briefings draw on CRM records and warehouse data at once, the sharper question is which platform's permissions decide what the agent sees when the two systems disagree.

Featured companies

Your experts belong here

Every story in MarketScale Software & Technology starts with a company putting its solutions engineers, product teams, and customer engineers on the record. Buyers are already reading this topic. The only question is whose experts they find.

Buyers ask AI engines who to consider, and published expert answers are what those engines cite.

Book DemoSee how it works15 minutes, straight to a calendar.

About the author

MarketScale Newsroom
MarketScale NewsroomEditorial Team, MarketScale

The MarketScale Newsroom reports on the companies, technologies, and trends shaping 16 B2B industries. It turns primary sources and expert commentary into clear, useful coverage for the people doing the work.

B2B Weekly

The week in Software & Technology, and sixteen other industries, every Monday.

Ten stories, one-line takes, five minutes. Free.

Software & Technology: are you visible to AI?

Before they reach out, Software & Technology buyers ask AI engines which vendors to trust. Explore how your experts, customers, and partners can become useful content for buyers and AI search.

Free Trial

You just read one Software & Technology expert. Your company is full of them.

This article was produced through MarketScale. The same platform turns your solutions engineers, product teams, and customer engineers into the articles, video, and social content Software & Technology buyers are searching for. Start a free trial and see it with your own people. For qualifying companies, no credit card, no demo required.

NPS +73 · 1,000+ creators · 38+ countries

What your free trial includes

Hands-on access to the MarketScale platform
Media requests to your crowd, remote recording, AI writing tools
No demo required. No credit card.
For qualifying companies. Company confirmation required.

More Software & Technology Insights

Softline Invites Kazakhstan Teams to IIkuznitsa AI Hackathon

Softline Group invites IT teams from Kazakhstan and four other Central Asian countries to participate in IIkuznitsa, a free 48-hour online AI hackathon with a RUB 1 million prize pool starting 26 November 2026. Developer teams compete to build AI agent prototypes for real business challenges provided by participating companies.

  • 01Applications open through 15 November for a free, fully online AI hackathon; developers work in teams of up to five with their own infrastructure and tokens.
  • 02RUB 1 million total prize pool distributed to winning teams; winners need a Russian Federation bank account for cash payments per competition rules.
  • 03Hackathon expands to five Central Asian countries: Kazakhstan, Uzbekistan, Kyrgyzstan, Turkmenistan and Tajikistan; finalists present prototypes to jury and business customers.

Nov 13, 2026

Cloud and services are 44% of Mexico's tech spend but over 92% of growth

Cloud and services are 44% of Mexico's tech spend but over 92% of growth

Mexico's corporate tech spending is projected at MX$547 billion (US$31.8 billion) in 2026, up 4.1%. Cloud and services account for 44% of the market and more than 92% of its growth, while servers and PCs sit last on priority lists. That shift puts many spending decisions in renewals, usage commitments and provider security reviews tied to subscription contracts.

  • 01Cloud and services make up 44% of Mexico's corporate tech market and more than 92% of its growth, pushing much of this year's incremental buying into operating budgets—renewal terms, usage commitments and security reviews attached to subscription contracts.
  • 02Public cloud is projected to grow 16.1% in Mexico in 2026, roughly four times the 4.1% pace of total tech spending. That gap is a useful benchmark for any IT budget still built around equipment.

Nov 12, 2026

Prismatic Algos Reports Trading-Filter Results Across 150 Live Accounts

Prismatic Algos released its free Algo Consistency Index (ACI), a public research package with findings from 105 strategy backtests and 150 live trading accounts testing trading-halt and risk-scaling filters. The research found no validated advantage for the tested filters over randomized comparisons, providing developers and researchers a reference dashboard and methodology to evaluate algorithmic trading controls.

  • 01No tested trading-halt or risk-scaling rule outperformed its randomized comparison across 56 trend, 26 mean-reversion, and 23 session-clock backtests plus 150 live accounts.
  • 02The free ACI dashboard uses 12 reference strategies across 17 symbols and three mechanism families, with data transparency about sources, dates and sample sizes for EA developers and portfolio teams.
  • 03ACI is descriptive research not validated for predicting returns or improving trading decisions; Prismatic Algos removed the proposed sizing multiplier on Oct. 28 based on the findings.

Nov 12, 2026

Explore More Software & Technology Insights

Read more expert perspectives from across Software & Technology.

Browse Software & Technology Hub

About the Expert

MarketScale Newsroom
MarketScale Newsroom

Editorial Team

MarketScale

The MarketScale Newsroom reports on the companies, technologies, and trends shaping 16 B2B industries. It turns primary sources and expert commentary into clear, useful coverage for the people doing the work.

For B2B teams

Your experts could be publishing here

Stories like this one run on content MarketScale captures from real practitioners. See how your team's expertise becomes coverage in Software & Technology and beyond.

Book a Demo

Or call us. No forms required. We pick up. 214-945-2512