Last week's issue looked at agents that arrive with an approval step, a log, and a spend cap. This week the cost side got louder. Kochava says it added per-user and per-team AI budgets to its marketing hub (GlobeNewswire). Peec AI says its new agent asks for approval before it changes anything, by default (GlobeNewswire). ThoughtSpot says its agents log every action and that you pay only when an agent delivers work (GlobeNewswire).
Elsewhere, Demandbase launched three agents aimed at a buyer who starts with an AI assistant instead of a search, and says human marketers keep control (MarTech Edge). Salesforce agreed to buy Braze for about $5.66 billion in enterprise value (Braze). One company-reported case study shows what an AI search program can look like in numbers (MarketingProfs).
Every item below carries a source link. Where a figure or capability comes from a vendor describing its own product, customer, or survey, it is labeled a claim and attributed.
The big picture
Three shifts to take into your next planning meeting
- Cost is becoming a visible setting, not a surprise on the invoice. Kochava describes token or dollar budgets per user and per team, with automatic reports when usage nears a limit (GlobeNewswire). Peec says usage draws on a monthly credit allowance shared across the company (GlobeNewswire). ThoughtSpot says it charges per delivered piece of work, not per seat or token (GlobeNewswire). All three are vendor descriptions, and none publishes prices or savings.
- Approval and audit trails are showing up as defaults. Peec says its agent asks for approval before changes by default (GlobeNewswire). ThoughtSpot says it logs every agent action, including what was done, when, and on whose behalf (GlobeNewswire). Demandbase says human marketers keep control (MarTech Edge), though that write-up notes compatibility, authentication, and governance still need evaluation.
- AI search work is moving from reporting to acting. Demandbase's AEO Agent and Peec's agent both go beyond showing how AI assistants describe a brand, and offer to act on it (MarTech Edge, GlobeNewswire). Ameresco reports its own gains from an AI search program (MarketingProfs). All of it is company-reported.
Cost and control
Three launches that put cost and approval in the product
AI search tooling
Peec AI's new agent asks for approval before it changes anything, by default
Vendor claimPeec AI says Actions and Peec Agent are available to customers on all plans. Per the release, the agent answers questions about any chart or result, runs the specialist analyses a generative engine optimization expert would, and can turn a finding into a content brief, an update to an existing page, or a task in the team's own tools. It asks for approval before making changes by default, with optional approval settings.
The release lists more than 25 connectors, including Webflow, HubSpot, Clay, Notion, and Cloudflare. Usage draws on a monthly credit allowance shared across the company and sized by plan. Credit use varies by task, and extra credit packs can be bought. The release gives no prices. Peec describes itself as used by more than 3,500 companies, which is its own figure. CEO Marius Meiners is quoted: "The decisions about how your brand is described should stay with your team."
Marketing operations
Kochava adds per-user and per-team AI budgets to its StationOne marketing hub
Vendor claimKochava says the new StationOne Enterprise Tier controls include an Auto Router that picks a model for each task based on its complexity, and per-user and per-team budgets set in tokens or dollars, with configurable overrides and automatic reports when usage nears or passes a threshold. Individual users can see their own usage by task, with current and projected costs, and token reporting is tied to business tasks. An Audience Management Plugin handles deduplication, appends, and segmentation in code, so high-volume audience data does not pass through a language model.
The release includes no savings figures, pricing, or separate availability date. Founder and CEO Charles Manning is quoted: "Teams need to know not just what AI can do, but what it's costing them to do it, task by task."
Analytics and pricing
ThoughtSpot launches AgentSpot with always-on action logs and pay-per-delivered-work pricing
Vendor claimThoughtSpot says AgentSpot lets people build agents, workflows, and apps in natural language and share them across a company. Per the release, pricing is usage based, not token or seat based: customers pay when an agent delivers work such as a conversation, a workflow run, or an app session. Building and testing are free, and a free plan with a weekly usage allowance is available now with no credit card.
On governance, ThoughtSpot says users see only data they are authorized to access, every agent action is logged, and IT sets the rules agents work within. Agents use the company's own metric definitions through a semantic layer. The release says ThoughtSpot has more than 1,000 customers, which is its own figure, and publishes no per-unit prices. CEO Ketan Karkhanis is quoted: "Companies have spent billions on AI, and most still can't show the ROI."
Context and connections
One ABM vendor aims its agents at the buyer's assistant
ABM and intelligence
Demandbase launches an AEO Agent, a Campaign Agent, and an Audience Agent
Vendor claimPer the write-ups, the AEO Agent compares how major AI assistants describe a brand, checks visibility for relevant questions, flags outdated information and content gaps, and can identify anonymous AI-driven traffic at the account and contact level. The Campaign Agent ties campaigns to revenue goals, finds performance gaps, and recommends adjustments. The Audience Agent builds and maintains audiences from ideal customer profiles, buying groups, and account activity. They build on Demandbase's existing Mojo agent.
Demandbase says its data covers more than 342 million contacts across 13 million companies, and DestinationCRM reports a planned integration of Informa TechTarget's Buyer Intelligence, which it describes as 1.9 million exclusive intent signals daily. Both are company figures. MarTech Edge says human marketers retain control and that capabilities are exposed through APIs and MCP connections, and adds that compatibility, authentication, and governance still need evaluation. Neither write-up gives availability or pricing. CEO Gabe Rogol is quoted by DestinationCRM: "Marketing to people isn't enough anymore because buyers no longer start with a search." and "They start with an agent."
Platform consolidation
Salesforce is buying a messaging platform
Platform consolidation
Salesforce agrees to acquire Braze for about $5.66 billion
Per the Braze release, Salesforce will pay $47.50 in cash per Braze Class A share, about $5.66 billion in enterprise value. Braze serves approximately 2,770 customers. Closing is expected in Salesforce's fiscal year 2028 and needs Braze shareholder and regulatory approvals. The Agile Brand Guide says it expects closing no earlier than February 2027.
Salesforce's Patrick Stokes is quoted in the release on knowing the customer and responding at the right moment. The Agile Brand Guide reports that Salesforce plans to tie Braze's decisioning to its customer data and Agentforce, that Braze will keep operating under its own name, and that Salesforce has not explained how Braze relates to existing Marketing Cloud journey products. That article lists steps customers may want to take, including asking for written clarity on pricing, packaging, and data handling if a Braze contract renews near the close.
A case study to read with care
One company's AI search numbers, as reported
AI search case study
Ameresco reports it now appears in 61% of tracked AI responses, up from 43%
Company claimPer MarketingProfs, Ameresco ran a generative engine optimization program that audited 50 questions and found 47 areas to improve. The summary says the company now appears in 61% of tracked AI responses in 2026, up from 43% in 2025, and that organic website traffic rose 50% over 12 months.
The summary does not say which tool tracked the responses, how many responses were sampled, or how much of the traffic gain the program caused. It is one company's account.
Plumbing worth knowing about
Two connectors reached general availability, per a roundup
- Quantum Metric's MCP server is generally available. A roundup reports 46 defined tools for querying data, summarizing sessions, and building funnels, and says Optimizely connected to it. Quantum Metric did not disclose pricing or deployment counts, and we did not open the original release (The Agile Brand Guide, October 22).
- Sprinklr's Voice of the Customer Agent Suite is available to Gemini Enterprise users. The same roundup says it uses agent-to-agent connectivity and that existing Sprinklr customers keep their data under Sprinklr permissions. We did not open the Business Wire release (The Agile Brand Guide, October 22).
The week ahead
Dates and rollouts to keep an eye on
- Clay says its agent-first build experience reaches more early-access users "in the coming weeks." Clay also says Workflows is "launching this fall" and is in beta for all users, and that its Inbound SDR Agent is a preview with a waitlist (Clay, October 8).
- New Meta commercial terms are set to take effect October 30. MarketingProfs reports publishers and advertisers asked EU and UK regulators to suspend them, and that Meta says the terms "do not grant new scraping rights." We did not open the underlying Reuters report (MarketingProfs).
- Demandbase has not published availability or pricing for its three agents. Neither write-up gives a date (MarTech Edge).
Put it to work
What to do with this, this week
- Set a budget and a named owner before you roll out an AI assistant to a team. Kochava describes per-user budgets and early-warning reports (GlobeNewswire).
- Ask any AI search vendor whether changes to your pages wait for a person to approve. Peec says its agent asks first by default (GlobeNewswire).
- Check that any agent answering revenue questions uses your own metric definitions. ThoughtSpot says its agents use a company's metric definitions (GlobeNewswire).
- If you run Braze or Marketing Cloud, put your roadmap questions to Salesforce in writing. Overlap between the two has not been explained (The Agile Brand Guide).
- Write your buyers' top questions down and check how AI assistants answer them. Ameresco says it started with an audit of 50 questions (MarketingProfs).
Every claim above carries a source link. Figures attributed to vendors, to companies describing their own customers or results, or to surveys a vendor ran or published are their claims, not independently verified facts, and are labeled as such. Several items rest on write-ups because original releases could not be opened, and each says so. Details of beta and pilot products may change. Coverage window: October 19 to October 26, 2026. Compiled October 26, 2026.