The B2B sales stack, profiled honestly
profiles of the companies behind sales and lead intelligence
Sales tooling is a category where the marketing is unusually loud and the differences that matter are unusually quiet. Every vendor claims the largest database, the best intent data and the highest match rate. Almost none of them publish the numbers that decide whether the tool works for your market: coverage in your specific segment, bounce rate on a cold list, and what the bill looks like at month twelve rather than month one.
This site profiles the tools that make up a modern sales stack — prospecting databases, enrichment layers, capture extensions — and tries to describe each one in the terms that actually decide a purchase. What does it do that a cheaper alternative does not. Where does it stop being the right choice. What does leaving cost.
The profiles are written from public documentation, published pricing and the vendor's own material. Where a vendor does not publish pricing, the structure of the deal is described rather than guessed at. Every claim points back to something the vendor has said about itself.
Profiles
- Airbyte ingestion
- Apollo.io prospecting
- Clay data enrichment
- Clearbit data enrichment
company and person resolution at form-fill time
- ClickHouse analytics
- Cognism compliant data
- Dagster orchestration
- dbt transformation
- Fivetran managed pipelines
- Gong revenue intelligence
call analysis trained on your own wins and losses
- Hunter email discovery
- Intercom customer messaging
messenger, help centre and an AI agent priced per resolution
- LeadIQ capture
- Lusha contact data
contact capture from a browser extension, strong on dials
- Outreach sales engagement
sequencing outbound and the adoption problem underneath it
- RocketReach contact data
contact lookup as an API first
- Salesloft sales engagement
cadences with conversation intelligence attached
- Snowflake warehouse
- UpLead contact data
a contact database that replaces what bounces
- ZoomInfo sales intelligence