Case study · 02 / Da Vinci
From 100 visits a month to a 25x organic growth engine.
An 11-month engagement with Da Vinci — the Gartner-recognized warehouse management platform — turning a near-invisible domain into a compounding organic channel. One that kept climbing after the engagement ended.
02 / Headline outcomes
11 months. Six numbers that moved.
Each delta is measured from the engagement baseline (November 2024) to the value shown. Sources: Ahrefs and the client's own analytics.
03 / Executive summary
Compounding as a business asset.
Da Vinci sells a warehouse management system strong enough to sit in Gartner's Midmarket Magic Quadrant three years running. In search, almost nobody could find it. In November 2024 the domain drew about 100 organic visits a month, held 26 rankings in the top 20, and carried a domain rating of 19 in a category owned by enterprise vendors and review platforms.
Over 11 months we ran a focused program: authority building through editorial links, commercial-intent content built around how 3PL operators actually evaluate systems, and a site structured for AI discovery before that mattered to most of the industry. Organic traffic multiplied 25x to a peak of 2,482 monthly visits. Top-20 rankings grew from 26 to 712. Domain rating climbed 36 points.
Then the engagement ended, and the asset kept working. Six months after the last invoice, monthly organic traffic peaked at 3,163, higher than anything reached during the engagement itself. That is the difference between a channel you rent and one you own, measured.
04 / The challenge
Two structural bottlenecks.
01 — The authority deficit
A domain rating of 19 against enterprise WMS incumbents made ranking on commercial terms close to impossible, whatever the content quality. With 113 referring domains and roughly 100 visits a month, the site had no compounding base to build from.
02 — Review-site capture
The WMS category's search results are held by software review platforms and enterprise vendors. A product credible enough for Gartner recognition was invisible in its own category's SERPs, and the buyers comparing systems never saw it.
05 / Strategic execution
Three deliberate bets.
We bypassed generic content volume and focused on the levers that move rankings in a category with entrenched algorithmic and review-platform competition.
Authority before volume
High-tier editorial link acquisition into logistics, supply chain, and software publications. Quality over volume, every domain screened, zero farms. Referring domains grew from 113 to 357 inside the engagement, and domain rating followed, 19 to 55 with a peak of 57.
Commercial intent over category noise
Content built around the searches 3PL operators run when choosing a system: solution pages by workflow, comparison-grade content, and integration coverage. Not definitions for students. The structure targeted evaluators, which is why ranking depth converted into qualified visibility rather than vanity traffic.
Building for AI discovery
The engagement window, late 2024 through 2025, is exactly when AI Overviews scaled and assistants became part of B2B evaluation. We structured every page for machine citation: answer-first sections, clean entity and schema signals, and consistent company facts.
06 / Performance & compounding impact
The correlation between authority growth, ranking depth, and compounding traffic is linear, and it outlived the engagement.
6.1 / Referring domains
From 113 to 357, a 216% increase in domain footprint.
Referring domains grew every single month of the engagement, from 113 in November 2024 to 357 at close in October 2025. The pace stayed deliberate, roughly 20 to 35 new domains a month, because steady acquisition reads as a growing brand and spikes read as purchases.
Baseline · 113 referring domains.
Close · 357 referring domains, +216%.
6.2 / Domain Rating
DR 19 to 55, mid-market to category-credible.
The steepest climb ran December 2024 through April 2025, 22 to 53, as the first two quarters of link acquisition landed. Rating peaked at 57 in August 2025 and closed the engagement at 55, holding without further investment since.
Baseline Domain Rating: 19.
Peak DR 57, closed at 55. +36 points across the engagement.
6.3 / Organic traffic
100 to 2,482 monthly visitors, a 25x multiple in 11 months.
Traffic followed authority with the usual lag. The first visible acceleration came in spring 2025, a consolidation through summer, then the steep climb from August as ranking depth compounded. Peak during the engagement: 2,482 on 11 September 2025.
Baseline: ~100 monthly organic visits.
2,482 at engagement peak. +2,382% growth over 11 months.
6.4 / Ranking depth
26 to 712 top-20 positions, and 10x the top-3 rankings.
Depth is what makes traffic durable. In November 2024 the site held 26 positions in Google's top 20, and 14 in the top 3, almost all branded. By September 2025 it held 712 top-20 positions with 142 in the top 3, spread across commercial WMS and 3PL terms. Traffic that arrives from 700 rankings does not disappear when one keyword moves.
26 top-20 rankings at baseline, 14 in top-3, almost all branded.
712 top-20 rankings, 142 in top-3, spread across commercial WMS terms.
6.5 / The AI and LLM shift
Cited across six AI platforms while most of the category is absent.
The engagement ran through the exact period when AI answers became part of B2B software evaluation. Google scaled AI Overviews through 2025, and Google's own B2B research from October 2025 found roughly 60 percent of buyers now use tools like ChatGPT or Gemini during a purchase. We built for that shift from the first month: answer-first page structure, clean entity and schema signals, and content specific enough for a machine to quote safely.
The measurable result, as of July 2026: Da Vinci is cited in Google AI Overviews 37 times across 21 distinct pages, in Google AI Mode 21 times across 14 pages, and appears in ChatGPT, Perplexity, Copilot, and Gemini answers. Seventy-four citations across six platforms, in a category where most competitors have no AI answer presence at all.
- Google AI Overviews
- 37 21 pages
- Google AI Mode
- 21 14 pages
- ChatGPT
- 9 5 pages
- Perplexity
- 3 3 pages
- Copilot
- 3 3 pages
- Gemini
- 1 1 page
AI citation data via Ahrefs, measured July 2026.
6.6 / The compounding proof
The engagement ended in October 2025. The traffic did not.
This is the section most agencies could never publish. Six months after the engagement closed, with no further retainer and no new campaign spend, monthly organic traffic peaked at 3,163 in April 2026, 27 percent above the highest point reached during the engagement itself. The rankings kept maturing, the authority kept working, and the asset kept paying.
Paid channels stop the day the budget stops. This is what the other kind of channel does.
Data via Ahrefs. Engagement period: Nov 2024 to Oct 2025. Post-engagement peak of 3,163 on 10 April 2026, +27% above the engagement peak.
07 / Client perspective
"We came to Technotize with a strong product and almost a hundred organic visits a month. Eleven months later that number was twenty-five times higher, our domain rating had nearly tripled, and we were showing up in the AI answers. The part that convinced me most came after the engagement ended: traffic kept climbing without another dollar spent."
08 / Conclusion
SEO as a compounding asset.
The Da Vinci engagement makes the case in its cleanest form. A mid-market SaaS with a genuinely strong product entered a category held by enterprise vendors and review platforms, and in 11 months built the authority, ranking depth, and AI answer presence to compete in it. Then it stopped paying, and the channel kept growing anyway.
This is what we mean when we call organic search an asset rather than a channel. The full method behind the authority work is our link building practice, and the engagement model is the same one behind the Workwize engagement, where the outcome was measured in pipeline.
09 / Next
Want this trajectory for your SaaS?
We work with B2B SaaS companies that are under-indexed on domain authority and over-indexed on paid CAC. If your product is better than your rankings, that gap is the opportunity.