Agentic Index
Scoop Analytics vs Actian AI Analyst (2026)
Scoop Analytics and Actian AI Analyst, formerly Wobby, both run analytics agents over company data, for different questions. That verdict is the Agentic Index coverage score, graded from each vendor's own published materials.
Scoop is built for multi location businesses: each cycle it screens every location over existing BI, warehouse, point of sale and labor data, investigates what it flags and briefs each manager with an action plan drawn from the company's own playbook. It prices per location per month, billed annually, from 125 dollars on Pilot down to 100 dollars at 51 to 500 locations, with AI inference billed separately. Actian AI Analyst answers plain language questions over the warehouse through a governed semantic layer that its Steward agent maintains, with scheduled insights in Slack and Teams, from 499 dollars a month for 200 messages, ten users and one analyst, with a 14 day trial. On the grid Actian is Full on its API, human oversight and observability where Scoop is None or Partial; Scoop is Full on deployment and orchestration where Actian is Partial. Choose Scoop to run location performance on a playbook; choose Actian for governed answers across the business.
This comparison is published by Agentic Index, an independent agentic AI vendor research platform. Scoop Analytics and Actian AI Analyst are each graded against the same 14 capability Agentic Index taxonomy, from the vendor's own public materials under the Agentic Index verification standard, alongside 955 researched vendors. No vendor pays for placement and no vendor has reviewed this page. How this evidence is graded
Choose Scoop Analytics if
- You run many locations and want each manager briefed with an action plan every cycle.
- Findings should map to your own operating playbook.
- Per location pricing fits how you budget.
Choose Actian AI Analyst if
- Anyone should get governed answers from the warehouse in plain language, in Slack or Teams.
- An agent should maintain the semantic layer as your data changes.
- You want a 14 day trial and a published monthly plan.
| Feature | S Scoop Analytics |
A Actian AI Analyst |
|---|---|---|
| Action & orchestration | ||
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Integrations & Tool Calling Ability to connect agents to real systems through native integrations, OAuth-authenticated actions, custom tools, APIs, webhooks, or MCP-compatible tools. |
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Scoop AnalyticsIntegrations & Tool Calling Connections reach existing BI tools (Power BI, Tableau, Looker and 100+ more), warehouses (Snowflake, BigQuery, Redshift), POS and labor systems, with Scoop layered over them. Scoop never writes to customer systems, so the connections are read access. Sourcescoopanalytics.com/securityread 2026-09-28 |
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Actian AI AnalystIntegrations & Tool Calling Actian AI Analyst, formerly Wobby, connects to Snowflake, BigQuery, Databricks, Redshift, Azure Synapse, Microsoft Fabric, SQL Server, PostgreSQL, MySQL, MariaDB, ClickHouse, MotherDuck, Actian's own databases and CSV files, runs the queries it writes, and posts answers and alerts to Slack and Microsoft Teams. It takes no action in the connected systems and has no custom tools. Sourcedocs.actian.com/ai-analyst/settings/integrations.htmlread 2026-09-28 |
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Workflow Orchestration Ability to sequence, branch, retry, route, and combine deterministic workflow nodes with autonomous agent steps. |
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Scoop AnalyticsWorkflow Orchestration Each cycle Scoop scans every location, investigates flagged anomalies with dozens of investigations per location, and turns findings into action plans through the customer's codified operating playbook. The playbook's versioned rules are written by the customer in plain English and set how findings map to actions. Sourcescoopanalytics.com/product/how-it-worksread 2026-09-28 |
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Actian AI AnalystWorkflow Orchestration The analyst runs multi step analyses and in Plan Mode lays out the steps it intends before running them, and reports and scheduled insights rerun a prompt. It has no branching, no conditions, no multiple cooperating agents and no flow the customer composes. The sequence is the product's own. Sourcedocs.actian.com/ai-analyst/agent/working-with-agents/plan-mode.htmlread 2026-09-28 |
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Triggers & Channel Coverage How agents wake up and where they work: schedules, webhooks, message events, CRM events, inbox events, chat, email, voice, and collaboration tools. |
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Scoop AnalyticsTriggers & Channel Coverage Scoop screens every location every cycle against benchmarks and history, investigates what it flags and sends each manager a tailored briefing, so work starts on the cycle, not on a request. Sourcescoopanalytics.com/product/how-it-worksread 2026-09-28 |
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Actian AI AnalystTriggers & Channel Coverage Scheduled Insights run a prompt automatically on a cron schedule in a chosen timezone, without anyone opening the app, and raise an inbox item and an email when the analyst judges a finding worth surfacing. Analysts also answer in Slack and Microsoft Teams channels and the web app. Sourcedocs.actian.com/ai-analyst/agent/working-with-agents/scheduled-insights.htmlread 2026-09-28 |
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| Knowledge & context | ||
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Knowledge Grounding & RAG Ability to ground agent behavior in company data through document ingestion, retrieval, external knowledge APIs, semantic search, or RAG layers. |
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Scoop AnalyticsKnowledge Grounding & RAG Investigations and action plans draw on the customer's codified operating playbook and a knowledge layer of versioned, auditable rules that users extend by describing new scenarios in plain English, exportable by the customer. Scoop does not say how rules are retrieved at scale. Sourcescoopanalytics.com/product/how-it-worksread 2026-09-28 |
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Actian AI AnalystKnowledge Grounding & RAG Answers are grounded in a governed semantic layer of models, dimensions, measures, metrics, relationships, pre defined filters and a glossary, compiled to SQL through Semantic SQL, which the Steward agent helps build and admins edit in Studio, and which can be exported and imported in the Open Semantic Interchange format. Sourcedocs.actian.com/ai-analyst/semantic-layer/overview.htmlread 2026-09-28 |
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Memory & State Persistence Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer. |
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Scoop AnalyticsMemory & State Persistence Scoop keeps an action history of which recommendations managers accepted, deferred or rejected and the outcomes that followed, and feeds it back into later cycles, exportable by the customer. There is no memory layer with a stated scope, lifetime or deletion path. Sourcescoopanalytics.com/product/how-it-worksread 2026-09-28 |
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Actian AI AnalystMemory & State Persistence Conversation history is kept and follow up questions keep their context within a thread. The standing instructions and saved prompts admins write for each analyst are instructions, not memory, and the agent keeps no memory store it writes and reads across sessions. Sourcedocs.actian.com/ai-analyst/governance/how-ai-analyst-handles-your-data.htmlread 2026-09-28 |
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| Control & trust | ||
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Human Oversight & Guardrails Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls. |
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Scoop AnalyticsHuman Oversight & Guardrails Scoop recommends and managers decide. Each corrective action is accepted, deferred or rejected with an explanation, and the agent has read only access and never writes to customer systems. Decisions stay with people, but no approval step gates an agent action. Sourcescoopanalytics.com/product/how-it-worksread 2026-09-28 |
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Actian AI AnalystHuman Oversight & Guardrails Steward's proposed plans run only after an admin approves them, in Plan Mode the analyst waits for the user's approval of its plan before running the analysis, and admins restrict which models, dimensions and measures each analyst may use. Sourcedocs.actian.com/ai-analyst/steward-ai-agent/steward-inbox.htmlread 2026-09-28 |
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Security, Identity & Governance RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy. |
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Scoop AnalyticsSecurity, Identity & Governance SOC 2 Type II certification is held, by Scoop's account, alongside encrypted credentials, isolated environments for each engagement and regular penetration testing. Customers' users get no SSO, roles or permissions. Sourcescoopanalytics.com/securityread 2026-09-28 |
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Actian AI AnalystSecurity, Identity & Governance There are two roles (Admin with Studio access, User with Explorer only), per analyst restriction to named users, two factor authentication, session management and audit logs, and no SSO. Actian's trust center lists SOC 2 Type II for the Actian Data Platform and Data Intelligence Platform and ISO/IEC 27001:2022 for the Data Intelligence Platform and Actian Corporation without naming AI Analyst in scope, so neither certification is confirmed to cover this product. Sourceactian.com/company/trust-centerread 2026-09-28 |
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Observability & Auditability Traces, logs, execution histories, metrics, audit events, and debugging detail for production agent behavior. |
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Scoop AnalyticsObservability & Auditability Playbook rules are versioned and auditable, and the action history of each recommendation and its outcome is kept and exportable. There is no view of the queries or steps behind each investigation, no audit log of agent runs and no trace export. Sourcescoopanalytics.comread 2026-09-28 |
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Actian AI AnalystObservability & Auditability Traces record each conversation with every response and its reasoning steps, charts and tables, audit logs record which user or agent initiated and executed each create, update, delete, execute, download and view with field level diffs, both export as CSV, and every answer shows its joins, filters and metric calculations. Sourcedocs.actian.com/ai-analyst/ai-analysts/monitoring/traces.htmlread 2026-09-28 |
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Deployment & Data Residency Deployment modes and options, including SaaS, dedicated cloud, VPC, on-prem, hybrid, local runtime, and self-hosting. |
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Scoop AnalyticsDeployment & Data Residency Private cloud deployment is offered so data never leaves the customer's governance boundary, and the Enterprise tier usually comes with custom deployment. Scoop gives no further detail on the private cloud option. Sourcescoopanalytics.comread 2026-09-28 |
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Actian AI AnalystDeployment & Data Residency Data is stored in PostgreSQL on Google Cloud Platform in the European Union with no region choice, and the Enterprise plan mentions custom deployment requirements without naming a region, customer cloud or on premises option. Zero copy means queries run in place, which is not a deployment mode. Sourceactian.com/ai-analyst/pricingread 2026-09-28 |
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| Solution readiness | ||
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Prebuilt Agents, Templates & Packs Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value. |
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Scoop AnalyticsPrebuilt Agents, Templates & Packs Solution pages for retail, food and beverage, hospitality, franchise businesses and private equity rollups describe domain focus, and the customer's own playbook drives the action plans. Scoop lists no packaged playbooks, templates or agents. Sourcescoopanalytics.comread 2026-09-28 |
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Actian AI AnalystPrebuilt Agents, Templates & Packs Admins configure each analyst with instructions, saved prompts and pre configured suggested questions, and users build and share reports, but no packaged analysts, templates or catalog are offered. Sourcedocs.actian.com/ai-analyst/ai-analysts/creating-an-agent/suggestions.htmlread 2026-09-28 |
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| Platform extensibility | ||
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Model Flexibility & Routing Ability to work across multiple foundation models, route tasks to different models, or let buyers bring their own providers and keys. |
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Scoop AnalyticsModel Flexibility & Routing Customers can bring their own provider credits, under the line "Your model contracts. Bring your own provider credits. Routing stays current as the model market moves." AI inference is billed separately. No provider or model is named, and the routing is Scoop's, not a model the customer selects. Sourcescoopanalytics.comread 2026-09-28 |
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Actian AI AnalystModel Flexibility & Routing Actian says AI Analyst uses models from Microsoft Azure, Anthropic and Google Cloud, with the provider depending on the task. The routing is Actian's, and customers and admins have no choice of model. Sourcedocs.actian.com/ai-analyst/governance/how-ai-analyst-handles-your-data.htmlread 2026-09-28 |
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APIs, SDKs & MCP Extensibility Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems. |
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Scoop AnalyticsAPIs, SDKs & MCP Extensibility There is no way to call Scoop programmatically, with no published API, SDK or MCP server. Data and history are exportable, which is not a programmatic interface. Sourcescoopanalytics.com/product/how-it-worksread 2026-09-28 |
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Actian AI AnalystAPIs, SDKs & MCP Extensibility A Public API authenticated with admin created bearer keys (sk_ secrets with optional expiry) has endpoints under app.wobby.ai/api/public/v1 such as the semantic layer, and the Scale and Enterprise plans include the Actian AI Analyst API. The full endpoint list is on the API reference page. Sourcedocs.actian.com/ai-analyst/public-api/api-keys.htmlread 2026-09-28 |
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Testing, Debugging & Optimization Testing, debugging, scoring, retries, fallbacks, quality gates, and optimization loops for improving agent workflows before and after deployment. |
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Scoop AnalyticsTesting, Debugging & Optimization A closed loop records whether managers acted on each recommendation and the performance that followed, and feeds those outcomes back into the playbook. The loop runs on the agent's recommendations after deployment. Sourcescoopanalytics.com/product/how-it-worksread 2026-09-28 |
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Actian AI AnalystTesting, Debugging & Optimization The Steward agent periodically reviews where the analysts struggled, what users asked and how well the semantic layer served those questions, and proposes improvement plans. That is an optimization loop on the deployed analysts' behavior after deployment. There are no test sets or scored cases, and the Analytics page counts usage, not quality. Sourcedocs.actian.com/ai-analyst/steward-ai-agent/steward-inbox.htmlread 2026-09-28 |
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| Specialist automation | ||
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Browser & Computer Use Browser, desktop, or remote/local computer control for workflows that cannot be handled through stable APIs alone. |
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Scoop AnalyticsBrowser & Computer Use Data comes in from BI tools, warehouses and operational systems through connections. There is no browser, desktop or computer control. Sourcescoopanalytics.comread 2026-09-28 |
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Actian AI AnalystBrowser & Computer Use AI Analyst works through warehouse connections, the semantic layer and messaging apps, with no browser, desktop or computer control. Sourcedocs.actian.com/ai-analyst/index.htmlread 2026-09-28 |
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Pricing snapshot
Sourced from the Index pricing dataset · open each vendor's profile for full detail.
| Pricing | S Scoop Analytics |
A Actian AI Analyst |
|---|---|---|
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Entry price Lowest public entry point |
$125 per location per month billed annually (Pilot, up to 10 locations) | Starter from $499 per month, or $5,950 billed annually. A 14 day free trial is offered. |
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Pricing confidence How public the numbers are |
Public, exact | Public, exact |
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Billing Primary billing axis |
per location per month, billed annually; AI inference billed separately | Per plan per month, sized by message allowance, users, analysts and tables. |
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Variable cost Workload / overage exposure |
Medium variable cost | Low variable cost |
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Free tier / trial Try before you buy |
No free tier
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No free tierTrial
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Buying motion Self-serve vs sales call |
Sales call | Mixed |
Wobby now operates as Actian AI Analyst within the Actian portfolio. Confirm current branding, packaging, and support terms directly.
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