One workspace for evaluating roles and building stronger applications.
Candidlyst helps you move from a pile of jobs you already found to a ranked list, a tailored application package, and a tracked outcome.
Why this exists
Candidlyst started as a personal frustration: too many bookmarked jobs, no reliable way to know which one deserved the next two hours, and too much manual tailoring repeated over and over.
The first problem it solved was prioritization. Paste in a batch of jobs and get them ranked by actual fit, not just keyword overlap. What followed was going down a deep rabbit hole which resulted in this product.
Key features
Smart job scoring
Every role gets a composite fit score based on preferences you define and weight.
Editable scoring
Dismiss concerns, add your own flags, and make the score reflect your judgment.
Background Digest
A compact summary of your real background keeps the AI from flagging false gaps.
Master Resume Bank
Your full career of achievements, metrics, and refined phrasing in one evolving source.
Tailored generation
Resumes and cover letters built from your actual career history, matched to the role.
ATS simulation
Platform-specific checks for Workday, Greenhouse, Taleo, iCIMS, and more.
Resume structure builder
Set section order, bullet rules, and target length once. Every resume follows it.
Resume bank reconciliation
Fold new achievements from a finalized resume back into your master bank, one click at a time.
Application library
Every job, version, note, and outcome in one searchable, filterable place.
ATS gap response
Describe a gap in plain language. The tool phrases it professionally and tells you where to place it.
Interview Prep
Interviewer-specific questions, talking points, and notes that sharpen with each round.
Export to Word or Pages
Any resume or cover letter as a clean, ATS-friendly document for your own template.
Your judgment matters too.
When Candidlyst flags a fit concern or an ATS issue, that is a starting opinion, not a verdict. You can dismiss a concern or add your own context, and the score updates.
You stay in control
Dismissed feedback is excluded from that score going forward and from anything you copy out for use elsewhere.
Two documents, two jobs.
New users sometimes ask why Candidlyst uses both a Background Digest and a Master Resume Bank. They serve different purposes, and keeping them separate is what makes the tool more accurate.
Background Digest
The Digest is used only when a job is being scored. It is a compact, factual summary of your background: certifications, systems and tools, scope of experience, and important equivalencies. If you have deep ITIL experience but no direct ServiceNow experience, for example, the Digest gives the AI enough context to avoid unfairly treating that as a simple gap.
In plain terms, the Digest answers: does this candidate fit this job?
Master Resume Bank
The Resume Bank is used only when a resume or cover letter is being generated. It is larger and richer: full achievement bullets, metrics, phrasing options, complete experience blocks, and the best material you have refined across past resumes.
In plain terms, the Resume Bank answers: how do we write this candidate's story for this job?