Is Cognism intent data integration actually worth the extra cost compared to ZoomInfo when we are trying to restart our cold pipeline leads on a tight family budget?
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classes come from the query-classifier (a local Laya model). 24 of 38 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
- Cognism Pricing · cognism.com
- Cognism vs ZoomInfo (2026): Pricing, Phone Data · overloop.com
- Cognism vs ZoomInfo (2026) · piperocket.digital
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Queries
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
how to restart cold sales pipeline with intent data IMPLICIT | Google ↗ AI Mode ↗ | Learn tactical strategies for reviving inactive leads using buyer intent signals. | Instruction | how_to_steps | cold pipeline lead reactivation strategy | 2x of 3 | |
cognism vs zoominfo pricing and features comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare the pricing structures and core features of Cognism and ZoomInfo side by side. | Comparison | comparison_table | cognism vs zoominfo pricing comparison | 1x of 3 | |
Cognism vs ZoomInfo pricing comparison 2026 COMPARATIVE | Google ↗ AI Mode ↗ | Understand the exact cost differences between Cognism and ZoomInfo to evaluate affordability. | Comparison | comparison_table | cognism vs zoominfo pricing comparison | 1x of 3 | |
cognism vs zoominfo pricing intent data cost comparison COMPARATIVE | Google ↗ AI Mode ↗ | Understand the exact price difference between Cognism and ZoomInfo when adding intent data features. | Comparison | comparison_table | cognism vs zoominfo pricing comparison | 1x of 3 | |
is Cognism intent data worth it for cold outreach REFORMULATION | Google ↗ AI Mode ↗ | Evaluate the specific ROI of Cognism's intent data integration for resurrecting dead leads. | Comparison | review_roundup | cognism intent data roi and value | 1x of 3 | |
is cognism intent data worth the extra cost REFORMULATION | Google ↗ AI Mode ↗ | Understand the ROI and value proposition of Cognism's specific intent data integration. | Comparison | review_roundup | cognism intent data roi and value | 1x of 3 | |
is cognism intent data worth it REFORMULATION | Google ↗ AI Mode ↗ | Find reviews and ROI evaluations specifically regarding Cognism's intent data capabilities. | Comparison | review_roundup | cognism intent data roi and value | 1x of 3 | |
zoominfo pricing for small business startups ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find specific pricing tiers or packages offered by ZoomInfo tailored to smaller companies. | Short fact | pricing_page | zoominfo pricing and tiers | 1x of 3 | |
ZoomInfo intent data pricing and tiers ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find out how ZoomInfo packages its intent data compared to base subscriptions. | Reason | pricing_page | zoominfo pricing and tiers | 1x of 3 | |
zoominfo intent data pricing vs roi for small business IMPLICIT | Google ↗ AI Mode ↗ | Evaluate whether ZoomInfo intent data provides positive ROI for smaller teams with limited budgets. | Reason | web_article | zoominfo pricing and tiers | 1x of 3 | |
how to restart cold sales pipeline with b2b intent data RELATED | Google ↗ AI Mode ↗ | Learn actionable strategies for reviving dead leads using buyer intent signals. | Instruction | how_to_steps | cold pipeline lead reactivation strategy | 1x of 3 | |
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bombora intent data integration cognism zoominfo ENTITY EXPANSION | Google ↗ AI Mode ↗ | Determine which platform offers better integration with Bombora or native intent data sources. | Other / navigational | product_spec_sheet | bombora intent data integrations | 1x of 3 | |
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cognism intent data reviews RELATED | Google ↗ AI Mode ↗ | Read authentic user feedback regarding the accuracy and usefulness of Cognism's intent data. | Reason | forum/qna | cognism intent data roi and value | 1x of 3 | |
Cognism customer reviews ROI cold leads RELATED | Google ↗ AI Mode ↗ | Read authentic feedback from small teams using Cognism for outbound sales. | Reason | forum/qna | cold pipeline lead reactivation strategy | 1x of 3 | |
bombora vs integrated intent data zoominfo cognism ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand how native intent data compares to third-party providers like Bombora integrated into platforms. | Comparison | web_article | bombora intent data integrations | 1x of 3 | |
ZoomInfo vs Cognism data accuracy and mobile numbers COMPARATIVE | Google ↗ AI Mode ↗ | Compare the core data quality of both providers to see which justifies the extra cost. | Comparison | comparison_table | cognism vs zoominfo pricing comparison | 1x of 3 | |
cognism pricing tiers features list ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check the exact tier where intent data becomes available in Cognism's pricing model. | Reason | pricing_page | cognism pricing and contract terms | 1x of 3 | |
b2b lead generation on a tight budget ROI PERSONALIZED | Google ↗ AI Mode ↗ | Find high-ROI strategies for outbound prospecting without heavy software investments. | Consequence | case_study | affordable b2b lead generation alternat… | 1x of 3 | |
Bombora intent data integration Cognism vs ZoomInfo ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand which platform handles third-party intent data providers like Bombora better. | Comparison | product_spec_sheet | bombora intent data integrations | 1x of 3 | |
zoominfo starter package price 2024 ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find the entry-level cost for ZoomInfo to assess baseline affordability. | Other / navigational | pricing_page | zoominfo pricing and tiers | 1x of 3 | |
zoominfo intent data cost add on price COMPARATIVE | Google ↗ AI Mode ↗ | Find out how much extra ZoomInfo charges for their intent data package. | Instruction | product_spec_sheet | zoominfo pricing and tiers | 1x of 3 | |
how to do B2B lead generation on a tight budget IMPLICIT | Google ↗ AI Mode ↗ | Find low-cost tactical advice for outbound lead generation without expensive enterprise software. | Instruction | how_to_steps | affordable b2b lead generation alternat… | 1x of 3 | |
cold outreach strategy using buyer intent signals RELATED | Google ↗ AI Mode ↗ | Discover best practices for converting intent data into successful cold outreach campaigns. | Reason | web_article | cold pipeline lead reactivation strategy | 1x of 3 | |
best way to warm up cold sales leads outbound IMPLICIT | Google ↗ AI Mode ↗ | Identify effective outreach sequences and messaging to re-engage dormant prospects. | Comparison | checklist | cold pipeline lead reactivation strategy | 1x of 3 | |
Cognism contract terms and hidden fees REFORMULATION | Google ↗ AI Mode ↗ | Check for flex terms or hidden costs associated with Cognism subscriptions. | Reason | faq_page | cognism pricing and contract terms | 1x of 3 | |
cheaper alternatives to zoominfo and cognism for intent leads COMPARATIVE | Google ↗ AI Mode ↗ | Find budget-friendly competitor tools that offer intent data without premium enterprise costs. | Comparison | buyers_guide | cognism vs zoominfo pricing comparison | 1x of 3 | |
cognism pricing transparency and contract terms REFORMULATION | Google ↗ AI Mode ↗ | Determine Cognism's billing flexibility, contract lock-ins, and hidden fees. | Reason | faq_page | cognism pricing and contract terms | 1x of 3 | |
ZoomInfo startup program pricing discount RELATED | Google ↗ AI Mode ↗ | Check if ZoomInfo offers discounted pricing for early-stage or small budget teams. | Other / navigational | web_article | zoominfo pricing and tiers | 1x of 3 | |
cognism reviews intent data accuracy REFORMULATION | Google ↗ AI Mode ↗ | Assess the reliability and quality of Cognism's intent data feeds based on user feedback. | Reason | forum/qna | cognism intent data roi and value | 1x of 3 | |
roi of b2b intent data platforms vs standard database RELATED | Google ↗ AI Mode ↗ | Analyze whether intent data genuinely increases conversion rates enough to justify higher costs. | Comparison | pdf_whitepaper | affordable b2b lead generation alternat… | 1x of 3 | |
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Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 935 / 1,381 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 935 / 1,360 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 935 / 1,398 |