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PLG / SELF-SERVE SAAS

Get the right users into your product.

Caldrin works on the Search, AI discovery and acquisition systems that bring relevant users to software products. We connect that work to signup and activation data so the strategy doesn't stop at traffic.

ACQUISITION PROBLEMS

Where product acquisition needs work.

These are different constraints. The right first fix depends on what the data and the product journey show.

DISCOVERY

The right buyers aren't finding the product

Commercial queries, category comparisons and AI answers may miss the product or point to a page that does not address the buyer's task.

PRODUCT FIT

Visitors cannot see why it fits

A use-case or integration page may attract the right visitor but fail to explain the workflow, limits or first step inside the product.

MEASUREMENT

Acquisition stops at a traffic report

Visits and signups are visible, but the team cannot tell which sources bring users who reach a meaningful product event.

THE WORK

What an engagement involves.

Caldrin can research demand, change acquisition assets and connect them to product events when the relevant access and implementation scope are in place.

01

Demand research

Map category, alternative, integration and use-case queries to the buyer's problem and the product's actual capability.

Query and page priorities
02

Acquisition assets

Improve commercial pages and technical architecture. Build comparison, integration or data-led pages when each has distinct buyer value.

Pages and technical fixes
03

Measurement

Where access and scope allow, connect source and landing page to signup and an agreed activation event. Keep AI observations separate from attributed visits.

Event and source definitions
04

Iteration

Use observed query, page and product behaviour to change the next page, message or targeting decision.

A prioritised next test
ACQUISITION TO PRODUCT

What happens after someone finds the product matters.

Each stage needs its own evidence. A ranking may bring no visit; a signup may never reach the first useful outcome. The product team defines activation for its workflow.

  1. 01

    Discovery

    A buyer finds the product through Search, AI, a source or a referral.

    CHECK / Relevant visibility
  2. 02

    Visit

    The landing page answers the problem that brought them in.

    CHECK / Qualified visits
  3. 03

    Signup

    The visitor chooses to enter the product.

    CHECK / Signup by source
  4. 04

    Activation

    They complete the first meaningful product task.

    CHECK / Defined event
  5. 05

    Paid conversion

    The user or account pays when the product warrants it.

    CHECK / Paid cohort
Explanatory sequence. The measured activation event and attribution method depend on the product and available data.

Example: A buyer searching for a meeting-transcription tool should land on a page that shows the relevant recording and transcript workflow. After signup, the useful first event may be a completed transcription, if that is the product's agreed activation definition. This is an illustrative path, not a measured case.

Ankur Shrestha, founder of Caldrin
Ankur Shrestha
Founder, Caldrin
FOUNDER / PRODUCT OPERATOR

Experience from building software, not just marketing it.

Ankur has built software products and works across acquisition research, product understanding and the tools needed to measure the handoff. That brings a practical question into each page brief: what can the visitor do inside the product after arriving?

We check whether the first product action matches the problem that brought a visitor in before treating more traffic as the answer.

Meet Ankur and Caldrin ↗
ACQUISITION MOTION

The right channel depends on how the product is sold.

Self-serve entry, sales assistance and account-led selling can coexist. The conversion event and the role of outbound change with the motion.

Pure self-serve

Search or referral → product page → signup → first value

Improve relevant discovery and the path into the first product task.

Sales-assisted

Self-serve entry → product use → sales conversation

Connect acquisition context with the account and the human handoff.

Account-led

Defined account → researched outreach → product or sales evaluation

Use Signal-Based Outbound when fitting organisations and buyer roles can be mapped.

NEXT STEP

Find out where product acquisition needs attention.

Answer three questions about your business and acquisition challenge. You'll get an initial recommendation and the option to discuss it with Caldrin.

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