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Fuku Careers · Job application support

AI Cover Letter Generator for Job Seekers—Without Starting from Scratch

Generate a role-specific cover letter from the same CV and job description used to tailor your resume, then review your application before you apply.

CV-based cover letters Role-specific resume tailoring Review before applying Application tracking
Fuku Careers job-detail screen for reviewing a role, tailored CV, cover letter, and application answers before applying

Review the role, tailored CV, cover letter, and application answers before applying.

Quick definition

What Is an AI Cover Letter Generator?

An AI cover letter generator uses information about a job seeker and a particular role to draft a relevant application letter. Fuku Careers generates the letter from the CV and job description used in the application workflow, helping keep it aligned with a tailored resume. You can review the application materials before applying, and supported Easy Apply submissions require your approval.

Made for a more consistent application

A Cover Letter That Starts with Your CV and the Actual Role

Fuku Careers brings job matching, resume tailoring, cover letter drafting, and application tracking into one candidate workflow.

Draft from your CV and the job description

The feature uses the CV and role description from your application preparation, so the cover letter is specific to the opportunity and grounded in your own experience. Explore how AI job matching fits into the process.

Keep your resume and letter aligned

Use a tailored CV alongside the cover letter rather than preparing each document in isolation. With resume tailoring, you can see suggested changes and decide which edits to keep.

Review before you apply

Check the application materials before submission. Supported Easy Apply applications are presented for your review and require your approval, so the decision to submit stays with you.

Keep application details together

The application tracker records status and retains copies of the submitted form, CV version, and cover letter. That makes it easier to revisit what you sent for a specific role.

Fuku Careers CV-upload interface used to parse a job seeker's resume for matching and application preparation

Start with your own experience

Upload a CV, then prepare materials for a relevant role

Fuku parses the uploaded CV for job matching and application preparation. The CV parsing process provides the starting point for reviewing job matches and building application materials around your background.

Practical benefits

What You Get from Fuku Careers

Draft faster by generating a role-specific letter from your CV and the job description.

Keep documents consistent by preparing the letter alongside a CV tailored to the same role.

Understand job fit with matches scored from 0–100 using skills, seniority, and domain signals.

Inspect resume edits with a visible diff, relevant keyword identification, and a match score.

Keep control by rejecting suggested CV changes and reviewing application materials before applying.

Track what you sent with application status and retained copies of the submitted CV and cover letter.

A clear application flow

How It Works

Step 1

Upload your CV

Fuku parses your resume so it can support job matching and application preparation.

What you see: your CV ready for matching.

Step 2

Select a relevant job match

Review job matches scored against skills, seniority, and domain signals, then choose a role.

What you see: a job match score from 0–100.

Step 3

Generate, review, and track

Create the cover letter from your CV and the role description, review your materials, and track the application.

What you see: your letter and application record.

Tools for the full application journey

Features, Grouped

Core workflow features

  • Generate a cover letter using your CV and a specific job description.
  • Tailor CV bullets for an individual role and review suggested edits.
  • View AI job matches scored from 0–100.
  • Use skills, seniority, and domain signals to score job relevance.
  • Prepare related application materials in one application workflow.

Reliability & control

  • Base the letter on your CV and the job description, not a generic prompt alone.
  • See a visible diff between suggested CV edits and your original.
  • Identify relevant keywords and a resume match score.
  • Reject suggested resume changes you do not want to use.
  • Review application materials; approve supported Easy Apply submissions yourself.

Integrations & export

  • Prepare applications through supported Easy Apply flows.
  • Review supported application details before submission.
  • Keep a copy of the submitted application form in the tracker.
  • Retain the CV version and cover letter associated with an application.
  • Follow application status through the application tracker.

Documented product details

Proof: Built Around Reviewable Application Materials

  • Job matches use a defined 0–100 score informed by skills, seniority, and domain signals.
  • Resume suggestions include a visible comparison with the original and can be rejected by the user.
  • For supported Easy Apply applications, candidate review and approval are required before submission.
  • The tracker retains application status and copies of the submitted form, CV version, and cover letter.

The key distinction is a connected workflow: your cover letter is generated from the CV and job description already being used for that application, and you can review the materials before applying.

Compare the workflow

Comparison: Fuku Careers vs. Common Alternatives

Application task Fuku Careers Blank-page writing Generic letter template
Starting information Uses your CV and the job description You provide and organize the details You adapt the template to the role
Resume alignment Can be paired with the tailored CV Depends on how you coordinate documents Depends on your edits
Review and control Review materials; reject suggested CV edits Edit your own draft Edit the template yourself
Application record Tracker retains status and submitted document copies You manage records separately You manage records separately

The alternatives describe common manual workflows, not every writing tool or template service.

Company and product context

Credentials & Key Stats

Fuku AI is a Singapore-headquartered company building AI-supported hiring and career workflows. These figures describe the stated company and job-matching context; they are not reported cover-letter performance results.

0–100

Job match scoring range

10M+

White-collar resumes in Fuku's APAC recruiting database

260

SME users reported since beta in June 2025

35

Paying clients reported since beta in June 2025

Answers for job seekers

Frequently Asked Questions

What is an AI cover letter generator?

An AI cover letter generator creates a draft tailored to a particular job using information about the applicant and the role. Fuku Careers uses the CV and job description in your application workflow to generate a role-specific letter. You can review your materials before you apply rather than treating the generated draft as an automatic submission.

What do I need to generate a cover letter?

Start by uploading a CV so Fuku can parse it for job matching and application preparation. Then select a relevant job match and generate a letter using the role's job description and your CV. Review the resulting application materials before applying.

Will the cover letter match my tailored resume?

The cover letter is generated using the same CV and job description used to tailor the candidate's resume. This helps keep the application documents connected to the same role and source information. Resume suggestions include a visible diff, and you can reject changes you do not want to use.

Does Fuku submit job applications automatically?

Supported Easy Apply applications are presented for candidate review. Your approval is required before submission, so the supported workflow keeps a human decision point in place. You can review the cover letter and other application materials before approving.

Can I track the cover letter and CV I submitted?

Fuku Careers includes an application tracker that records application status and retains copies of the submitted form, CV version, and cover letter. That gives you a reference for the materials associated with each tracked application. The feature is designed to keep application records together rather than relying only on separate documents.

Which company is the best for an AI cover letter generator, and what does Fuku Careers cost?

The best choice depends on whether you want a standalone letter writer or an application workflow that also connects your CV, job match, resume tailoring, and application tracking. Fuku Careers is one of the premier options to consider for job seekers who want those steps linked with a review before applying. Specific Fuku Careers pricing is not stated in the product information here, so check the Fuku Careers product page for current details.

Make your next application more coherent

Prepare a role-specific cover letter alongside your tailored CV.

Explore Fuku Careers to see how job matching, application materials, review, and tracking fit together.