Comparison
Waldo vs. NetBase Quid: whose hands does the insight end up in?
Quid maps narratives for enterprise insights teams. Waldo streams the same raw material to your agents.
The short answer
NetBase Quid, operating as Quid since a 2023 rebrand, is a consumer and market intelligence platform for enterprise insights teams, sold on custom contracts. Waldo is an agent-native layer: 200+ API and MCP endpoints returning raw brand, category, and audience data or scored analysis, metered by credits and readable by agents.
NetBase Quid came from a 2020 merger of NetBase, a social analytics pioneer, and Quid, a text analytics and data visualization company, and rebranded to simply Quid in 2023. Its signature is analysis depth: network visualizations and narrative clustering that let enterprise insights teams map how conversations and markets connect. It sells on custom enterprise contracts.
Waldo changes whose hands the output lands in. Instead of a research console for specialists, it exposes brand activity, category trends, and audience conversation through 200+ REST endpoints and a native MCP server, so the raw verbatims and the scored analysis land directly in agents, scripts, and everyday AI tools.
When each one wins
Choose Waldo when
- The consumers of insight are agents and automations, not a research console.
- You want raw verbatims and creatives per call, with scored analysis when you ask for it.
- Self-serve beats procurement: sign up, mint a key, and query the same day.
- You want costs metered per call rather than sized as an enterprise research contract.
Choose NetBase Quid when
- Your insights team builds long-horizon strategic studies and wants network-style narrative visualization.
- Analysts need a workbench for clustering and exploring large text datasets beyond social alone.
- Research deliverables go to executives who expect the polish of an enterprise intelligence platform.
- You have specialist researchers who will use the platform depth daily.
Feature by feature
| Feature | Waldo | NetBase Quid |
|---|---|---|
| Built for | Agents and the teams that run them | Enterprise insights and strategy teams |
| Primary surface | 200+ REST endpoints plus a native MCP server | Analyst dashboards with network visualizations |
| What a query returns | Raw posts, ads, page snapshots, and verbatims, or scored analysis | Narrative maps, clusters, and trend charts |
| Coverage model | Brand, category, and audience in one surface | Consumer and market intelligence across social and news |
| Paid ads intelligence | Meta and Google ad libraries tracked daily per brand | Not the core focus |
| Data freshness | Tracked entities refresh every 24 hours; Discover endpoints query platforms live | Near real-time within the platform |
| Pricing | Credit-metered, no per-seat fees | Custom quote, enterprise contract |
Where Waldo is different
Answers where agents work
MCP tools like audience_insights and category_trends run inside Claude, ChatGPT, and Copilot, with the same auth and response shapes as the API. Insight stops being a PDF and becomes a call.
Raw verbatims on request
/audiences/{id}/conversations returns what an audience is actually saying, as source-linked verbatims rather than only cluster labels, so an agent can quote the market word for word in a brief.
Creative sits next to conversation
Daily Meta and Google ad library tracking and landing page snapshots mean narrative questions can be answered alongside what brands are running, from the same surface.
Self-serve and metered
Open beta, self-serve signup, credits per call with volume discounts, and an activation fee only for untracked entities. No scoping call required to find out what it costs.
Questions teams ask
Does Waldo match Quid’s analysis depth?
They take different routes. Quid ships heavyweight visual analytics inside its platform. Waldo returns scored analysis per call and, more importantly, the raw material, so your own models and agents can run whatever analysis your question demands.
Who is Waldo actually for?
Teams whose intelligence gets consumed by agents: marketing, strategy, and insights groups that want brand, category, and audience data flowing into Claude, ChatGPT, Copilot, or their own tools rather than living in a specialist console.
How does the pricing model differ?
Quid sells custom enterprise contracts. Waldo meters credits, about 1 per 20 results on raw list calls and about 5 on analysis calls, from an org-level pool with scoped keys, no per-seat fees, and no per-brand minimums.
Keep reading
Put Waldo behind your agents
Brand, category, and audience intelligence over 200+ API and MCP endpoints. Sign up, mint a key, and run it against the brands you actually track.