When we launched AURI's private beta, we weren't sure what to expect.

We knew the product worked in testing. We knew the tools were well-built. What we didn't know was whether real job seekers — people in active, stressful job searches — would actually use it consistently enough to see results.

Thirty days in, we have answers. Here's what we learned.

Who Was in the Beta

Our first cohort was 10 job seekers across a range of backgrounds:

Recent graduates (0–2 years experience) looking for their first or second role
Mid-career professionals (4–8 years experience) making lateral moves
Career changers pivoting from one industry to another
Job seekers who had been searching for more than 60 days without traction

Locations were spread across the US. Target roles ranged from marketing and operations to software engineering and product management.

One thing they had in common: none of them were getting the response rates they wanted.

What Changed in 30 Days

We tracked three metrics across the cohort: applications sent, callback rate (responses per application), and interview conversion (callbacks that led to a first-round interview).

Before AURI (self-reported, prior 30 days):

Average applications sent: 34
Average callback rate: 3.2%
Average interviews scheduled: 1.1

After 30 days with AURI:

Average applications sent: 28 (fewer, more targeted)
Average callback rate: 11.4%
Average interviews scheduled: 3.2

The callback rate increased 3.5x. Interview scheduling nearly tripled. And it happened with fewer applications — because the quality of each application improved substantially.

What Drove the Results

When we interviewed beta users at the end of the 30 days, three things came up consistently.

1. The resume quality gap was larger than they realized

Several beta users described the same experience: they thought their resume was fine, but after running it through AURI's ATS optimizer and using the rewriter, they saw how many keyword gaps they had and how their accomplishment statements read as vague compared to what they could be.

One user had been applying for operations manager roles for 8 weeks. After running his resume through AURI, he discovered he was missing 12 of the most common keywords in his target job descriptions — including terms he used every day in his current job, just phrased differently.

After updating his resume and cover letter template, his callback rate went from under 4% to over 15% within two weeks.

2. Cover letters went from generic to specific

Before AURI, most users admitted they were either skipping cover letters entirely or submitting a template they barely modified. Cover letters were the part of the application they spent the least time on because it felt like the least impactful.

AURI's cover letter generator changed that calculus. Because it produces a tailored, specific letter in a few minutes, users started including cover letters with every application. One user reported getting comments from two interviewers that they had enjoyed her cover letter — a thing she'd never heard before.

3. Interview confidence increased with prep

Three users in the cohort reached the interview stage regularly but struggled to convert to offers. All three identified interview preparation as their weakest area.

Using AURI's interview prep tool, they were able to practice with role-specific questions, get scored feedback on their answers, and identify specific weaknesses before the real interview. Two of the three reported feeling meaningfully more prepared than they had in previous interview cycles.

What We're Still Working On

Not everything was smooth. We're being transparent about what beta users flagged as areas for improvement.

More personalization in the 7-day strategy. Some users felt the initial strategy output was solid but generic. We're working on pulling more context from the career profile to make the strategy recommendations more specific to each user's situation.

LinkedIn rewriter tone calibration. A few users in more conservative industries (finance, law) felt the LinkedIn rewrites skewed slightly too bold in tone. We've since added a tone setting to calibrate.

Mobile experience. Several users primarily job-searched from their phones and found the resume editor cumbersome on mobile. Mobile-optimized views are in progress.

What We Learned About Job Search Behavior

Beyond the product feedback, we learned something broader.

The job seekers who saw the biggest gains weren't necessarily the ones who spent the most time in AURI. They were the ones who built a consistent daily routine: check the job list, pick 2–3 roles to apply to, tailor resume and cover letter for each, submit, log in the tracker, move on.

The people who struggled most were those who used AURI intensively for a few days, got overwhelmed by the range of tools, and then went back to their old habits.

This told us something important: a job search toolkit is only useful if the workflow is simple enough to sustain. That's shaped everything we're building for the next release.

What's Next for Beta

We're currently accepting the next wave of beta users. The product has been meaningfully updated since the first cohort based on feedback, and we're looking for job seekers who want early access before the full public launch.

The free tier gives you access to resume building, ATS optimization, and cover letter generation. Pro ($12/month) unlocks everything: unlimited generations, LinkedIn rewriting, 7-day strategy, interview prep, and PDF export.

Beta invite code: AURI-BETA-2026

Get early access →

How AURI Beta Users Increased Their Interview Rate in 30 Days