Score remote job listings and auto-draft cover letters with AI

Every weekday, AI scores new remote job listings against your resume and drafts cover letters for the best matches.

How the work actually flows

It branches. Exactly one path is taken; runs once per each job listing found.

Pattern: Exclusive Choice (4) · Multiple Instances with a priori Run-Time Knowledge (14)

flowchart TD trig(["weekday morning job search"]):::trigtime s0["search remote job listings"]:::svc s1[["score each listing vs resume"]]:::mi s2["filter to top matches"]:::task trig --> s0 s0 -->|"one per each job listing found"| s1 s1 --> s2 gx{"× score 8 or higher"}:::gate s2 --> gx p00["draft cover letter"]:::task gx -->|"strong match"| p00 p01["log and alert you"]:::task p00 --> p01 p10["discard listing"]:::task gx -->|"weak match"| p10 p01 --> out p10 --> out out[/"shortlisted jobs with cover letters"/]:::out pay{{"hours saved screening listings"}}:::pay out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
Starts itA stepAn outside serviceRuns once per itemOne path onlyResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
Messaging & NotificationsSpreadsheet & Database Ops
Connects
OpenAIGoogle SheetsTelegram

The problem it solves

Searching remote job boards every day and reading through dozens of listings to find the ones actually worth applying to eats up hours you could spend on stronger applications. Most listings aren't a real fit, but you still have to read each one to know that.

Who it fits

Job seekers who want to focus their time only on the best-matched remote opportunities.

How it works

  1. Every weekday morning, the system searches Remotive and Arbeitnow for jobs matching your keywords
  2. AI scores each listing from 1 to 10 against your resume, skills, and desired salary
  3. Only jobs scoring 8 or higher move forward
  4. AI writes a custom cover letter for each strong match
  5. The application is logged to Google Sheets and you get a Telegram alert with the job and score
What you get

Job matches worth applying to

You get a shortlist of well-matched remote jobs each weekday morning with a cover letter ready for each one.

What you get

A shortlist of strong-match jobs, each with a custom cover letter, logged and sent to you as an alert.

What you need

An OpenAI API key, a Google account with Sheets access, and a Telegram bot.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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