Self-improving
Opening experiments run for you.
Qualified sells Piper, an AI SDR built on Salesforce for enterprise revenue teams, priced by quote. Darwin is a self-serve website chat that books meetings and keeps improving its openings, with a published price. Here's how they compare.
Opening experiments run for you.
Your website becomes your starting point.
Try Darwin with included bookings.
Big Salesforce shops with an enterprise budget will find a lot to like in Qualified: an AI SDR plugged into every stage of the funnel. Most teams aren't that. If what you want is more booked meetings from the website you already have, and you'd like it running before the end of the day, that's the gap Darwin fills. The tables below show how each one improves over time, what setup takes, and what the bill looks like.
How each product improves the openings that start sales conversations.
| What matters | Darwin | |
|---|---|---|
| Self-improves to book more meetingsi | Yes | Feedback-based |
| Writes new openings for each pagei | Yes | Not documented |
| Tests and keeps better openingsi | Yes | Not documented |
| Starts the next test automaticallyi | Yes | Not documented |
Creates tests. Promotes qualifying winners. Tests again. 1
With automation enabled, on eligible pages within your plan. Tests need enough traffic; a lift is not guaranteed.
Checked Sep 11, 2026Creates opening variants from page context. 1
For pages with automation enabled and sufficient traffic to run an experiment. Every plan includes unlimited optimized pages.
Checked Sep 11, 2026Per-page opening generation is not documented in the reviewed pages. 3
Public documentation is limited; setup details live in Qualified University.
Checked Sep 11, 2026The next opening experiment builds from the current winner. 1
Automation must be enabled and the page eligible. This does not guarantee improving results.
Checked Sep 11, 2026An automatic cycle of generating, testing and replacing openings is not documented. 2
Improvement is described as feedback and metric review.
Checked Sep 11, 2026What the product prepares for you before you go live.
| What matters | Darwin | |
|---|---|---|
| Learns from your websitei | Yes | Uploaded content |
| Drafts your sales settingsi | Yes | Not documented |
| Matches chat to your brandi | Colors & fonts | Not documented |
| Writes your first chat openingi | Yes | Not documented |
| Review before going livei | Yes | Yes |
Discovers relevant website pages and prepares the knowledge base. 4
Initial setup selects key pages for speed; more pages can be imported later.
Checked Sep 11, 2026Knowledge comes from content you upload; website crawling is not specified. 3
Marketing content, product details and FAQs are uploaded into Piper's knowledge base.
Checked Sep 11, 2026Prepares business information and assistant settings from the website. 4
The user can review and refine the generated draft.
Checked Sep 11, 2026Automatic drafting of business settings from the website is not documented. 2
Business context such as routing rules and qualification criteria is provided by the team.
Checked Sep 11, 2026Extracts brand colors, fonts and assets for the chat design. 4
Brand detection is a draft: available fonts, contrast and source-site access affect the result.
Checked Sep 11, 2026Automatic brand import is not documented. 2
Appearance settings are not covered in the reviewed pages.
Checked Sep 11, 2026Drafts the first chat opening from the business context. 4
Uses the same opening requirements as the experiment writer; the draft remains editable.
Checked Sep 11, 2026How the first greeting is created is not documented in the reviewed pages. 3
Setup detail lives in Qualified University.
Checked Sep 11, 2026The assistant draft can be reviewed and refined before installation. 4
Calendar connection, testing and website installation remain separate completion steps.
Checked Sep 11, 2026Qualified recommends testing Piper's workflows before live traffic. 3
Then deploy to limited segments such as off-hours.
Checked Sep 11, 2026USD before tax. Darwin publishes its prices and bills for booked meetings. Qualified is sold by quote and publishes no price.
| What matters | Darwin | |
|---|---|---|
| Lowest monthly platform feei | 0 USD / month | Not documented |
| Introductory offeri | 5 free bookings | Not documented |
| Paid plans start ati | 99 USD / month | Not documented |
| Included on paid plansi | 5–60 bookings / month | Not documented |
Darwin keeps trying new openings on the pages you allow it to, and it keeps the ones that get visitors talking and booking. You don't run the tests. You just show up to the meetings.
See how Darwin improvesStart with the job you need your chat to do.
Turn website visits into sales meetings.
Enterprise pipeline generation for Salesforce-centric revenue teams.
It does. When a visitor is ready, Piper looks up the right rep in Salesforce, shows that rep's live calendar and books the slot inside the chat. Darwin's version is simpler: it proposes a time in the conversation and finishes the booking through whichever scheduler you've connected. In both cases your calendar provider decides what gets logged as a real booking, so check that first.
379Not officially, but it helps. Qualified describes its platform as built natively on Salesforce and uses Salesforce data to route meetings to the right rep, even though it also lists HubSpot, Marketo and Outreach among its integrations. Darwin doesn't care what CRM you run. It reads your website, connects to your scheduler and gets to work.
1279Published by Darwin, using the official documentation linked below. This is a comparison of documented capabilities, not a hands-on benchmark. “Not documented” means the reviewed sources do not establish that capability; it does not prove absence. Qualified publishes no prices and most of its setup documentation sits behind Qualified University, so several rows read “Not documented”; Darwin bills for booked meetings. Setup means preparing a draft, not automatically installing it.
Knowledge base materials, business context, Salesforce-native infrastructure, reporting and analytics; Piper uses your feedback to modify her behavior.
Upload messaging, product details, knowledge bases and FAQs; test workflows; deploy to limited segments; metrics such as meetings booked; Salesforce rep calendars.
Premier, Enterprise and Ultimate tiers; no dollar prices; Schedule a demo; no trial listed.
Product page: schedules sales meetings, books during live chat, integrates with Salesforce, HubSpot, Marketo and Outreach.