Built to help you know the fit before you tailor.

Candidlyst started as a personal frustration, not a business plan.

Like a lot of job seekers, the founder had a browser full of bookmarked job postings and no real system for deciding which ones actually deserved the effort of a tailored application. Which one is the best use of the next two hours? Which one just looks exciting but is actually a weak fit? There was no good way to know without reading each one closely and doing the comparison by hand, over and over.

So the tool got built to automate that first, hardest step. Paste in a batch of jobs at once, and get them ranked by actual fit, not just keyword overlap, but the things that matter to you: role alignment, location, salary, mission, seniority, whatever you weight as important. What started as a personal prioritization tool grew into the full application workflow you see today.

You don't need any experience with AI tools to use Candidlyst. It's AI-powered under the hood, but the interface is just forms, buttons, and clear results: fill things in, click, review. If you've never written a prompt in your life, you'll never need to.

If you are comfortable with AI tools (ChatGPT, Claude, or whatever you prefer), Candidlyst still has something for you. The artifacts it builds (your Job Preferences, your Background Digest, your Master Resume Bank, your Writing Rules) are structured, reusable summaries of your career and your goals. Once you have them, they make any AI conversation about your job search sharper. Paste your Background Digest into a prompt and skip re-explaining your career history from scratch every time.

If you've been job searching for a while, you've probably done this: tailored a resume for a specific role, landed on the perfect way to phrase a particular achievement, then never quite recreated that phrasing again. Six months later you're staring at three different resume versions trying to remember which one has the metric you actually want, and how you worded it.

After a couple of years of customizing resumes role by role, that becomes a real problem, not "do I have the experience," but "do I actually remember everything I've said about my experience, and where it's buried?"

That's what the Master Resume Bank solves. Instead of your best material getting scattered across a dozen old resume files, Candidlyst helps you consolidate it once into a single, evolving source of truth: every achievement, every metric, every phrasing you've refined over time, in one place. Every new tailored resume pulls from that bank. And every time you finalize a new application, Candidlyst checks whether anything genuinely new showed up that should be folded back in, so the bank keeps getting stronger instead of going stale.

New users sometimes ask why Candidlyst uses two separate documents instead of one. They serve different purposes, and keeping them separate is what makes the tool accurate.

The Background Digest is used only when a job is being scored. It's a compact, factual summary of your background: your certifications, your systems and tools, your scope of experience, the nuances that matter (things like "I have deep ITIL experience but no direct ServiceNow experience, that's an equivalent platform"). When Candidlyst analyzes a job posting, it checks this digest before flagging anything as a skill gap, so you don't get penalized in a fit score for a skill you actually have, just because it wasn't phrased the way the job posting phrased it.

The Master Resume Bank is used only when a resume or cover letter is being generated. It's a much larger, richer document: full achievement bullets, multiple phrasing options, complete experience blocks, everything you'd want available to pull from when writing tailored application materials.

In plain terms: the Digest answers "does this candidate fit this job?" The Resume Bank answers "how do we write this candidate's story for this job?" Keeping them separate means job scoring stays fast and focused, and resume generation stays rich and detailed, without either job slowing the other down.

The guided builders in the Tools tab (Job Preferences Builder, Resume Bank Builder, Writing Rules Builder, Resume Structure Builder) exist to get you started quickly. They ask you questions and turn your answers into a properly structured document.

But the builders are a starting framework, not a cage. Every document they produce lands in a plain text field in Settings that you can open and edit by hand, any time. Want to tweak a phrase in your Writing Rules, add a location to your preferences, or fix a typo in your resume bank without going back through the builder? Just edit the field directly and save. Nothing about using Candidlyst locks you into the guided workflow once you've got your foundation set.

It's worth being precise here, because "your data is private" can mean very different things depending on how a tool actually works.

What's true: Candidlyst has no server-side database. There's no Candidlyst account system, no company holding a copy of your resume, your job preferences, or your application history behind a login. Everything Candidlyst saves, your Job Preferences, your Background Digest, your Master Resume Bank, your Writing Rules, your entire Application Library, is stored locally, in your own browser, on your own machine. Nothing is retained on any server that Candidlyst controls.

What's also true, and important to be upfront about: Candidlyst works by using AI to analyze jobs, write resumes and cover letters, and simulate ATS checks. To do that, the relevant content for whatever you're working on (a job description you're analyzing, the contents of your resume bank when generating a tailored resume, and so on) has to be sent to the AI provider (Anthropic's Claude) to be processed. That's not a workaround or a gap in the design, it's simply how AI-powered tools function: the AI has to see the content to do the work. Each request is processed and the result is sent back to your browser, where it's saved locally, not stored on any Candidlyst server. For details on how Anthropic itself handles data submitted through their API, see Anthropic's API terms and privacy policy.

So the honest version is this: no company database holds your career history, but using the tool does mean your content is sent to the AI provider each time you run an action that needs it. That's true of any AI-powered tool, and we'd rather say so plainly than let "your data stays private" imply something it doesn't.

Because everything Candidlyst itself stores is local, you also get full export and import controls. Export your complete settings (or your whole application library) as a file whenever you like, for backup, for moving to a new computer, or just for peace of mind. Import it back in seconds.

(Note: this local-storage model applies to the current version. The planned hosted version, described below, will introduce optional account-based storage for people who want cross-device sync. The local, no-company-database version will remain available for people who prefer it.)

Every AI-powered action in Candidlyst shows its credit cost right on the button before you click it. No hidden charges, no "processing fees" that show up later. And in the Usage tab, every action you've taken is logged in plain language, for example: "Generated resume + cover letter for VP of Operations at Acme Co, 11 credits", with a running total so you always know exactly where your credits went.

Transparency also applies to the AI's judgment, not just its pricing. When Candidlyst flags a concern about a job's fit, or a concern in an ATS evaluation, that's a starting opinion, not a verdict. For a particular job, if you disagree with a flagged concern, or don't think it's worth addressing, you can dismiss it directly from the results. Dismissed feedback is excluded from that score going forward, and it's also excluded from anything you copy out to use elsewhere (like an improvement prompt for your own AI tool of choice), so a concern you've decided not to act on doesn't keep resurfacing. You can just as easily add your own concern or strength that the AI missed, and it factors into the score the same way. The result is a scoring and feedback system that reflects your judgment over time, not just a one-shot AI opinion you're stuck with.

Some people are uneasy about AI-generated resumes and cover letters, and that's a fair instinct. A resume that invents experience you don't have is a real problem.

That's not what this does. Candidlyst only works from your real career history: the Master Resume Bank you build from your own actual resumes and experience. What the AI does is help you express that real experience more effectively for a specific role, surfacing the right achievement, phrasing it with more impact, matching the language of the posting. That's not fabrication. It's optimization: the same thing a skilled career coach or resume writer would do, just faster and available every time you need it.