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Outcome
I Designed a B2B SaaS Competitor Intelligence feature that saw 95 accounts with repeat usage
79% (p=0.014)
down-long
reduction in 30s bounce rate
389
user
unique sessions (closed beta and first 50 days since launch)
60% ($2.08M ARR)
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of goal of targeted enterprise level account usage achieved


dollar
ANNUAL REVENUE
$171 Million
network-wired
COMPANY SIZE
~1,000
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INDUSTRY
MarTech
display
PRODUCT TYPE
B2B Saas
users
Team
PM + UX + Lead Dev
user
My Role
Sole Designer
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Feature
AI-Enabled Insights
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Project Type
Net-new feature

Business Needs
Our Competitor Tool is a key differentiator in the MarTech space, but user engagement drops after onboarding when users struggle to understand how to apply the data to their business.
A Frequent Pain Point
From research in this area we knew that customers were struggling to know what to do with the data...
...the only thing we have [...] right now is a number and it would be great if there was something different to evaluate that wasn’t just a number. [...] we struggle to know exactly what to focus on..
Global fast-casual chain
Rephrased to anonymize customer
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Idea
The solution became obvious: leverage an LLM to do do the hard work of figuring out what to focus on. This long-standing problem was easily solved and scaled by emerging tech.


How Can We Fit This Into Our Existing Platform?
We started with the idea of common chat-based concept that takes the users’ filters for date range, competitor locations, and review sources (Google, Yelp, UberEats, etc.)
A major design challenge was figuring out how to elegantly fit this feature into an existing product


Mid-Fi Rejects
After moving to mid-fi there were several designs that didn’t make the cut

Designing for Engagement
The final designs were optimized to achieve product goals
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Normally page-level features hide behind a CTA in the top bar
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Product success was based on user engagement
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I designed a solution on the same page where customers could use the feature with a single click, which got 159% more interactions than the traditional CTA


Ultimate User Freedom
We gave users access to all of their competitors reviews in our system. They can query the data in almost any way. Just ask!

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Key Design Decision
Credit limits exist for each account. So as not to create a feeling of scarcity, which could discourage usage, we only display credit counts when they fall below 25%. This is how a simple design decision can impact product/business metrics.
Initial Results
We saw strong usage upfront and continue to monitor
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Saw 389 unique sessions in the first 50 days + beta (low-volume B2B SaaS)
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Of our targeted enterprise customers we’ve seen 60% of goal use the feature (accounting for over $2 million in ARR)
Actually Agile: Very Valuable Follow-ups
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Because this relies on 3rd party APIs and advance tech we frequently measure the load time of and how it relates to our feature bounce rate
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After seeing far too many users bounce while the simple animation timer I redesigned a much more engaging interaction
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My well-researched design change reduced the bounce rate to nearly zero and I validated the change as statistically significant (p=0.014)

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