Nearly four years on a hosted platform
I launched Venture Capital Careers on a hosted job board platform in early 2022 to bring together roles at venture funds, accelerators, and other investment organizations. It gave the project a stable home with search, filters, company pages, job alerts, and a blog.
Within its first 18 months, public archive snapshots show the board growing from 152 active roles to 478 roles across 225 companies. As the inventory grew, so did the work required to keep it current.
The platform remained the board's home for nearly four years. Over time, the constraint became how much the board still depended on me.
The board was only as fresh as I was
I used to spend 30–60 minutes a day searching LinkedIn for relevant roles and adding them to the board. I could not find a way to automate the process without the quality degrading. A broad keyword match could fill the site quickly, but it also pulled in startup roles that did not belong on a specialist venture capital board.
Job listings naturally expire. If I became busy, went on holiday, or simply got lazy about sourcing, old jobs continued to disappear while fewer new ones arrived. The job count fell, candidates had less to browse, and traffic tended to fall with it.
“The board was only as fresh as I was. If I stopped sourcing for a few days, new jobs stopped arriving while old listings continued to expire.”
The platform offered backfill, and I used it at points. It was useful, but the specialist mix I wanted still needed substantial manual curation. I wanted a system that understood the niche more precisely and kept working when I stepped away.
Why we left our previous platform and started Cavuno
After nearly four years, I wanted a different operating model: niche-aware backfill, better control over job quality, and a structured way for Codex and Claude to operate the board through Cavuno's API, MCP server, and CLI.
That need led us to start Cavuno, and Venture Capital Careers became its clearest test. I took the site offline while rebuilding it on the new platform. The first captured Cavuno version carried 218 jobs; the goal was to restore the inventory and search presence without restoring my old daily workload.
Cavuno’s backfill does not take holidays
Cavuno's backfill now provides the baseline freshness that used to depend on me. Venture Capital Careers has a niche-specific rule for VC fund and accelerator roles, with exclusions for the surrounding startup jobs that do not belong.
We initially matched roles by job title. Later, we added description matching so Cavuno could find relevant jobs whose titles do not explicitly mention venture capital. That increased the number of suitable roles available without turning the board into a general startup-jobs feed.
From the first captured Cavuno version to July 2026, active inventory grew by approximately 127% to 494 jobs across 277 hiring companies. More importantly, the inventory no longer falls away when I take time off.
Daily Codex automations fill the gaps
Cavuno's backfill covers the repeatable company-career-page sources, but no built-in source finds every relevant role. LinkedIn and specialist career pages still surface jobs worth adding.
Daily Codex automations use the Cavuno MCP to collect selected LinkedIn and company-career-page listings, decide which roles fit the niche, extract the job details, resolve the company, check for duplicates, and create the jobs in Cavuno. Claude can use the same workflow.
A July 2026 inventory audit found 144 currently published jobs with explicit LinkedIn source identifiers across 110 companies. Cavuno's live activity feed also shows backfill runs completing and new jobs arriving throughout the day.
From daily maintenance to occasional oversight
Before Cavuno, I spent 30–60 minutes sourcing on a typical day. Today, backfill and the daily automations handle effectively all of the routine work. I still decide what belongs on the board, but I no longer have to find and copy every job myself.
Applying the same model to content
I use a separate Codex workflow to maintain 115 published articles. It combines Cavuno's post inventory with Search Console data to find declining content, research live results, validate updates, and write them back through the Cavuno MCP. New ideas are checked for cannibalization and information gain before publication. It is an agent-run editorial system, not indiscriminate AI publishing.
Organic traffic recovered after the rebuild
Search Console tells a recovery story, not a clean before-and-after growth story. The chart spans March 2025 through July 2026, so it compares different seasons and operating conditions. Some periods before the migration were stronger than the latest period on Cavuno.
What the chart does show clearly is the interruption: clicks and impressions fell toward zero while the site was offline, then recovered after the Cavuno version launched.
That downtime was specific to this project. Cavuno did not exist yet, so I took Venture Capital Careers offline while building the platform and then relaunched it. A board migrating to Cavuno today does not need to be taken offline.
The full Search Console view shows 81,300 clicks and 6.22 million impressions across March 2025 to July 2026. It is evidence of the outage and recovery, not a like-for-like traffic comparison.
A separate, current three-month view provides the cleaner health check. From 28 April to 27 July 2026, Search Console recorded 15,802 clicks, 1.45 million impressions, and an average position of 11.2. The board is visible again without returning to the old manual sourcing routine.
First-party site analytics provide a broader view of how people used the board. From 1 January to 30 July 2026, Venture Capital Careers recorded 173,400 visitors, 408,400 page views, and 14,300 clicks through to job applications.
The board still holds its leading rankings
The more important test for me was not whether the site could win a handful of new rankings. It was whether a board that had built authority over nearly four years could retain it after being taken offline and rebuilt.
Current ranking snapshot supplied for the case study. Venture Capital Careers ranks first for three category-defining searches and second for two more.
- #1 for “venture capital jobs”
- #1 for “venture capital careers”
- #1 for “venture capital fund jobs”
- #2 for “career vc”
- #2 for “vc fund jobs”
The three first-position searches have a combined reported monthly search volume of 5,000. Across all five terms, the reported volume is 9,500. Across the broader keyword set, Venture Capital Careers ranked in Google's top three for 61 keywords in July 2026.
These rankings were not created from scratch by the migration. Venture Capital Careers had already established meaningful search authority before the migration, and that authority carried through the move. The current snapshot confirms that the rebuilt board still ranks first for three category-defining searches and second for two more.
The migration preserved the board's existing search visibility while changing how it operates. Backfill maintains the core inventory, daily automations fill specialist gaps, and the board no longer waits for me to return from holiday.