Agentic AI Comparison:
Google AI Co-Scientist vs OneQuery

Documented capability: How useful and complete is the documented workflow for the product's stated purpose?

• 1–2: No usable current workflow established, or only an unsupported promise.
• 3–4: Historical, experimental or very limited workflow; substantial delivery gaps.
• 5–6: Concrete but narrow workflow, or promising research requiring specialist review.
• 7–8: Substantial documented end-to-end workflow with useful controls or customization.
• 9–10: Exceptionally complete documented scope and controls; reserve 10 for unusually strong evidence.

Ease of adoption: Can the intended user obtain and set up a usable product today?

• 1–2: Discontinued, unavailable, waitlisted, or no usable deployment path verified.
• 3–4: Archived software, restricted research/preorder access or uncertain current service access.
• 5–6: Developer-managed setup, significant configuration or sales-led implementation.
• 7–8: Active accessible product with manageable setup for its intended user.
• 9–10: Straightforward self-service access and setup, with unusually few adoption obstacles.

Value and cost clarity: How attractive and understandable is the cost model for the documented use?

• 1–2: No current purchasable or usable offer; historical prices cannot support a purchase.
• 3–4: Material price, entitlement, license or availability uncertainty limits budgeting.
• 5–6: Plausible value with custom pricing, significant setup costs or incomplete selected-plan terms.
• 7–8: Useful scope with clear entry pricing/allowances or accessible source, while accounting for running costs.
• 9–10: Exceptionally accessible and clear cost model for substantial useful scope; never assume free compute.

Integration options: How useful and extensible are the verified user-facing connections for the intended workflow?

• 1–2: No current user-facing connection verified, or former connections are unavailable.
• 3–4: Inputs/exports or one focused connection; internal dependencies are not native connectors.
• 5–6: Useful API, configurable tools or several relevant connections, with limited verified breadth.
• 7–8: Broad relevant connections or an extensible documented API/MCP/tool ecosystem.
• 9–10: Extensive documented ecosystem with multiple connection mechanisms and strong task relevance.