AI tools for prospect research & enrichment
Collect and verify account or contact context for an authorized go-to-market workflow.
For prospect research & enrichment, compare HubSpot Agent Hub, Clay, Dust by their documented outputs, setup, operating costs and review requirements. Choose against this task’s inputs and limitations; this guide does not rank measured product performance.
Explore the sales & crm industry guide →
Inputs & prerequisites
Authorized prospect list, ICP, required fields, source/provider selection, and budget.
Validate data provenance, accuracy, provider licensing, contact policy, and missing-field handling.
Candidates & fit
Evaluate when: HubSpot teams evaluating agent work grounded in their existing contact, company, deal, and service history.
Check first: The page does not establish equal availability for every HubSpot account or hub tier.
Documented use: The reviewed page presents Agent Hub with marketing, prospecting, customer, and data agents. Inspect evidence →
Evaluate when: Revenue-operations and GTM engineering teams enriching prospect data and building repeatable research or routing workflows.
Check first: Enrichment coverage and contact accuracy must be validated on the target market.
Documented use: Claygent and Account Agents are listed for company and person research. Inspect evidence →
Evaluate when: Teams building reusable internal agents over approved company tools and shared context.
Check first: Connector counts differ between the product overview and plan tables; confirm the purchased allowance.
Documented use: Dust connects company knowledge and tools for shared agents. Inspect evidence →
Filter this task’s candidates
Default: search match priority, or documented detail then name. No popularity scores.
Dust is a shared agent workspace combining company knowledge, connected tools, multiple model choices, and collaboration between people and agents. The reviewed pages describe data/tool permissions, agent access, reusable skills, scheduled or event-driven workflows, and credit-based team plans, so a pilot should include both knowledge answers and action controls.
The HubSpot AI page reviewed on this date presents Agent Hub, a CRM-grounded workspace for marketing, prospecting, customer, and data agents. It describes prospect signals, follow-up drafts, customer-history answers, and custom agent configuration; Breeze remains a useful historical and assistant alias for finding the product.
Clay is a go-to-market data and workflow platform combining provider enrichment, Claygent/account research agents, signals, and CRM or outreach orchestration. The reviewed page includes inbound enrichment and routing, live-data CRM refresh, and rep preparation; data availability and action execution depend on the selected providers and integrations.
Compare the same facts
| Selection question | HubSpot Agent HubHubSpot | ClayClay | DustDust |
|---|---|---|---|
| Product type | Supervised agent | Supervised agent | Supervised agent |
| Best suited for | HubSpot teams evaluating agent work grounded in their existing contact, company, deal, and service history. | Revenue-operations and GTM engineering teams enriching prospect data and building repeatable research or routing workflows. | Teams building reusable internal agents over approved company tools and shared context. |
| Shared / related tasks | |||
| Price model | HubSpot plan and agent-work terms require confirmationThe reviewed product page describes paying for delivered work, but it did not establish a complete current plan, credit, or agent-pricing table. Confirm required HubSpot hubs, seats, credits, and action allowances. | Plans with data and agent-usage allowancesThe reviewed page has plan and usage conditions for GTM data and agent workflows. Data-provider consumption, AI research, and workflow actions may use different allowances; confirm limits for the selected provider and run. | Limited free credits · seat plans · enterpriseThe reviewed page distinguishes lifetime free credits, monthly credits per seat, and enterprise pooled credits. VAT, billing cadence, connectors, retention, and deployment terms need checking for the chosen workspace. |
| Price amount | Not verified — not assumed to be $0 | Not verified — not assumed to be $0 | Not verified — not assumed to be $0 |
| Deployment | Hosted service; exact tenancy and regional options require confirmation | Hosted service; exact tenancy and regional options require confirmation | Hosted service; exact tenancy and regional options require confirmation |
| API | Not verifiedNot verified in the reviewed official material. | Yes (documented)Plan eligibility and exact endpoint scopes require confirmation.Source 1 | Not verifiedNot verified in the reviewed official material. |
| Self-hosting | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Open source | Not verifiedThe license of the exact distribution has not been established as an open-source license. | Not verifiedThe license of the exact distribution has not been established as an open-source license. | Not verifiedThe license of the exact distribution has not been established as an open-source license. |
| Inputs | Authorized HubSpot CRM records, customer history, approved knowledge and brand voice, agent prompts, and action rules. | Authorized company or prospect records, an ICP definition, research questions, chosen data providers, CRM mapping, and action limits. | Authorized company documents and app connections, agent skills and instructions, model choice, user permissions, and workflow triggers. |
| Outputs | Prospect research, follow-up or CRM-update proposals, support responses, and marketing content drafts. | Enriched account/contact fields, sourced research, lead scores, routing proposals, and configured GTM workflows. | Company-context answers, research briefs, response drafts, and approved tool-driven workflow artifacts. |
| Platform relationship | Not verified | Not verified | Not verified |
| Permissions | Exact action scopes not verified | Exact action scopes not verified | Exact action scopes not verified |
| Commercial use | Output rights, data-provider licenses, and applicable contractual conditions require review for the intended use. | Output rights, data-provider licenses, and applicable contractual conditions require review for the intended use. | Output rights, data-provider licenses, and applicable contractual conditions require review for the intended use. |
| Human review | Validate prospect data, ownership, contact eligibility, and CRM or messaging actions before rollout. Test policy accuracy and action failure paths using approved or synthetic customer cases. Review factual claims, captions, voice permissions, and copyright before publication. | Validate prospect data, ownership, contact eligibility, and CRM or messaging actions before rollout. | Validate governance and action boundaries in a development environment before scheduling or publishing agents. Validate prospect data, ownership, contact eligibility, and CRM or messaging actions before rollout. Test policy accuracy and action failure paths using approved or synthetic customer cases. |
| Sales & CRM · CRM connections | HubSpot contact, company, deal, and service informationSource 1 | CRM enrichment and record-refresh workflowsSource 1 | Not verifiedNot verified in the reviewed official material. |
| Sales & CRM · Research sources | CRM data, calls, emails, and documentsSource 1 | Data marketplace, provider waterfalls, and company/person research agentsSource 1 | Not verifiedNot verified in the reviewed official material. |
| Sales & CRM · Customer data access | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Sales & CRM · Outbound actions | Prospecting outreach, follow-up drafts, and approved CRM updatesSource 1 | Personalized outbound and native sequencing workflowsSource 1 | Not verifiedNot verified in the reviewed official material. |
| Sales & CRM · Approval requirements | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Sales & CRM · Usage units | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Customer Support · Knowledge sources | Customer answers grounded in contact and contract historySource 1 | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. |
| Customer Support · Support channels | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. |
| Customer Support · Human handoff | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. |
| Customer Support · Customer data access | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. |
| Customer Support · Action permissions | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. |
| Customer Support · Resolution billing | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. |
| Content Creators & Social Media · Creator platforms | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Content Creators & Social Media · Content formats | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Content Creators & Social Media · Inputs | Authorized HubSpot CRM records, customer history, approved knowledge and brand voice, agent prompts, and action rules.Source 1 | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Content Creators & Social Media · Outputs | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Content Creators & Social Media · Aspect ratios | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Content Creators & Social Media · Caption formats | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Content Creators & Social Media · Voice & caption languages | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Content Creators & Social Media · Commercial use terms | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Content Creators & Social Media · Publishing by platform | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Content Creators & Social Media · Approval requirements | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Enterprise Operations · Knowledge connections | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope | Slack, Notion, Google Drive, GitHub, Salesforce, and Zendesk are listedSource 1 |
| Enterprise Operations · Agent configuration | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope | Custom agents with skills, knowledge, tools, model choice, and shared workflowsSource 1 |
| Enterprise Operations · Approval requirements | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. |
| Enterprise Operations · Execution visibility | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope | Audit logs, usage analytics, and operating controlsSource 1 |
| Enterprise Operations · Deployment options | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope | US/EU residency and enterprise single-tenant deployment are listedSource 1 |
| Enterprise Operations · Data handling | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope | Enterprise custom retention policies and access segmentationSource 1 |
| Verification | Partially verified · 2026-10-02 | Partially verified · 2026-10-02 | Partially verified · 2026-10-02 |
| Independent testing | Not conducted by uAgentKit | Not conducted by uAgentKit | Not conducted by uAgentKit |
A practical evaluation sequence
- Prepare the inputs and define a reviewable output.
- Check the candidate’s documented capability and plan eligibility.
- Run a small sample in the vendor product with authorized data.
- Review the result, permissions, sources and full operating cost.
Cost & human review
Check base subscriptions, seats, usage credits, connected app charges, hosting and any licensed source data. Trial access does not establish a recurring free allowance. Exact unverified prices remain unknown.
Validate data provenance, accuracy, provider licensing, contact policy, and missing-field handling.
Sources & limits
What “official sources” means We read vendor material for the claims cited below. This is a documentation review. No independent product test or professional endorsement is implied. Read our method →
- Official product information
HubSpot · www.hubspot.com · Read · 2026-10-02
- Official Clay data, agents, and GTM workflows
Clay · www.clay.com · Read · 2026-10-02
- Official Clay plan and usage conditions
Clay · www.clay.com · Read · 2026-10-02
- Official Dust collaboration, models, and permissions
Dust · dust.tt · Read · 2026-10-02
- Official Dust credits and enterprise options
Dust · dust.tt · Read · 2026-10-02