Brickster Newsletter
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| 01 |
Your AI agents are working. So is the meter.
A new buyer survey highlights unexpected costs. What Databricks changed, and three checks for your 2027 AI budget.
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In brief
A proposed $6.3 billion security deal, more database investment, FOX expands its partnership, and new help for SQL migrations.
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From Brickster.ai
Two guides to help you review AI costs and understand the Genie product family.
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01
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💸 The AI meter is running
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01 / THE LEAD
Your AI agents are working. So is the meter.
AI agents can save time. Running them also means paying for AI usage, support and human review. As access expands on Databricks, your 2027 budget needs to cover the full cost.
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AI agents are software tools that can take several steps to complete a task, such as handling a support request or preparing a report. A new survey from G2, the business software review platform, shows why buying an agent is only the start of the budget conversation.
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📊 What the buyers surveyed reported
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86%
Bought agent tools or services
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66%
Agents in live workflows
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46%
Agent buyers: costs above expectations
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23%
Reported central governance
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G2 surveyed 1,019 business software buyers in July 2026 and published the findings on October 14. These are self-reported results from the buyers surveyed, rather than a measure of all businesses. The 86% figure covers purchases in the previous 12 months; live use can be limited to a team or workflow.
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The costs extend beyond software usage. G2 found that 31% of buyers said employees spend at least six hours a week overseeing agents. That includes reviews, approvals and corrections. G2 calls this the distrust tax. Just 27% said their organization keeps a central register of agents. For budget owners, a shared list is a practical place to start.
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That makes Databricks’ October 15 access change relevant. Business users with “consumer access” can now use AI model services already shared with them without an extra admin setup step. Existing permissions still apply. That could increase use, so ask your platform team which users and services it affects.
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Unity Gateway, Databricks’ service for managing AI access and usage, lets admins set monthly spending thresholds, send alerts, block further use or limit request volumes. The spending controls use estimated costs, so the final bill can exceed a threshold. They cover supported usage through the gateway. Including external model costs requires a separate option that is still in Beta; ask your platform team which charges are included.
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There is also maintenance to plan for. On October 12, Databricks marked Knowledge Assistant and Supervisor Agent as legacy products, meaning they are no longer recommended for new agents. If your team uses either, ask the platform owner to review ongoing support and any future migration work before you finalize the budget.
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Before you approve the 2027 AI budget, agree three things with your business and platform teams:
1. Give every agent an owner. Keep one list of what each agent does, who uses it and who is responsible for its cost.
2. Set limits before expanding access. Agree a monthly allowance, alerts and who can approve more spending. Check which charges the controls actually cover.
3. Measure cost and value together. Include software, infrastructure and human review. Track the cost per successful task, such as a correctly resolved support request, and check whether the time saved justifies the expense.
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The budget question connects to a wider one: how will you run and support these services? Recent news brings changes in data security, databases and migration. Here is what buyers should watch.
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Security
Proofpoint agrees to buy Varonis for $6.3 billion
Proofpoint has agreed to acquire Varonis for about $6.3 billion in cash. The deal is expected to close in the first half of 2027, subject to shareholder and regulatory approvals. Varonis helps customers find and protect sensitive data in Databricks. If you use it, ask how the proposed deal could affect support, contracts and product plans.
Deal announcement · Databricks coverage
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M&A
Responsive joins Databricks to develop its databases
Responsive announced on October 9 that it is joining Databricks to help develop its database products, including Lakebase for applications and AI agents. The team helped create SlateDB, an open-source database storage engine. Financial terms were not disclosed in the announcement. If Lakebase is on your shortlist, ask which improvements are available today and which are still planned.
Responsive announcement
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Customer
FOX expands its Databricks partnership
FOX and Databricks announced a multi-year partnership for data, AI applications and agents. The companies report that FOX One delivers viewing recommendations in less than a fifth of a second. FOX also uses Unity Gateway to manage Sports AI requests, costs and usage limits. For your own AI projects, define the customer result you want to measure alongside the cost.
FOX and Databricks announcement
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Migration
More AI help for SQL migrations
On October 15, Databricks made AI-assisted SQL conversion generally available. SQL is the language used to query databases. The converter translates code from systems including Snowflake, BigQuery, Oracle and SQL Server, in batches of up to 300 files. It checks the output and attempts to correct errors. This could reduce manual rewriting. Teams still need to test business rules, results and performance before switching systems.
Converter capabilities and limits
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To turn these checks into a budget discussion, start with two guides from our archive: where Databricks shows AI costs, and how its Genie products differ.
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💸 Planning your 2027 AI budget?
Try asking: “Which Databricks AI costs and controls should we review before expanding use?” The Brickster Assistant searches our archive and links to its sources.
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