Analytics vendors stop shipping features for humans and start shipping surfaces for agents.

The week in analytics

The agent is the new primary user, and this week the sector stopped hedging about it. Neo4j shipped a managed MCP endpoint built into Aura and a conversational Document Intelligence preview; Apify rebuilt its Store search into a plain-English intent box and wired USDC micropayments into Actor execution; Dovetail took its always-on research Agents to GA; Axiom brought metrics to GA as an agent-queryable signal; and Basedash exposed its AI data analyst through a full developer API. Five sparks, one direction: make the data reachable by an LLM without setup, then make that access the product.

Underneath the sparks, the improvement grind tells the same story. Nearly every BI and warehouse vendor in the feed is layering an MCP or agent surface onto an existing core rather than announcing it — MotherDuck turning the warehouse into an agent runtime, Omni and Hex shipping model pickers and agent search weekly, Holistics adding agentic-dev on-ramps. The gap this week is between vendors treating agent access as a headline capability and those treating it as table stakes. Both camps are building the same thing.

Leaders

Neo4j had the densest week: a hosted MCP service that connects any MCP client straight to a live graph through existing Aura credentials, plus a Document Intelligence preview that proposes a graph model from uploaded files in conversation. Two sparks and five improvements (SSO, user-management APIs, Cypher Copilot) point at one goal — make Aura the default destination an agent, or a self-hosted database, reaches for.

Apify made the most distinctive move of the week: paying for Actors with x402, letting an agent invoke and settle an eligible Actor in USDC on Base with no account, billing, or API key. Paired with Apify AI, which collapses Actor discovery and input-filling into a single intent box, it reframes the scraping marketplace around an agent that both chooses and pays.

Dovetail moved its Agents from preview to GA, shifting the product from a research library you query to an always-on agent grounded in customer data. The supporting releases — MCP tool connections, project-level context, a Microsoft Copilot connector, a Snowflake channel source — all exist to feed and distribute that agent.

Axiom took metrics to GA as a first-class, hyper-cardinality signal unified with logs and traces, then made the trio queryable by agents through MCP and a dedicated metrics skill. Dashboard sections, correlations, and gauge elements build on that single substrate. Basedash went the other way with the same logic, exposing its analyst, insights, automations, and dashboards through a developer API — positioning itself as embeddable analytics infrastructure rather than a standalone tool.

Wildcards

Fulcrum is running counter to the cloud-agent pattern entirely: this week's substance is offline computer-vision inference with custom models on Android and an ArcGIS SDK 300 map-engine upgrade. While the sector pushes intelligence into hosted agents, Fulcrum is pushing inference down onto disconnected field devices — a reminder that not all analytics happens where there's a network.

Feedly keeps compounding a threat-intelligence analyst stack on a strict two-week cadence: sharper cyberattack clustering, IoC enrichment via GreyNoise and VirusTotal, and an Analyst1 integration to push intelligence into existing SOC workflows. It is the sector's clearest example of a purpose-built, domain-specific analyst agent rather than a general BI surface.

Themes that compounded

• MCP moved from novelty to baseline — Neo4j, Axiom, MotherDuck, Omni, and Dovetail all shipped or extended MCP access in the same week.
• Vendors are converting their core product into an API surface, with Basedash exposing its analyst and Neo4j its user management for programmatic access.
• Agentic payments arrived as a real primitive, Apify's x402 integration letting agents transact without a human account.
• Governance and data-quality kept pace with the agent push, Trackingplan shipping AI-assisted, consent-aware validation while Tinybird grinds its Forward migration.
• The BI middle is standardizing on weekly, agent-flavored releases rather than big launches — Omni, Hex, and Holistics all fit the shape.

Watch this week

Watch whether the previews harden into GA. Neo4j's Document Intelligence and Hi-Fidelity vector search are still labeled preview, and its MCP service starts with just three tools — the promised move toward write-heavy agent workflows is the tell. Watch Apify's x402 adoption, the first agentic-payment rail in the sector, and whether Dovetail's GA Agents pull more warehouse sources into Channels. The through-line to track is simple: which of these agent surfaces get used enough to justify the platform bets underneath them.