Can AI replace Saply?
KINDA · weekend projectA capable coding agent can build the personal core: extract a clean, text-based CV, structure or tailor it with an LLM, and render a branded DOCX. It will work on tidy CVs and silently drop data on the rest. Saply's value is extraction accuracy across thousands of real-world CV layouts, tuned so no field goes missing on a client-facing document, plus the integrations that keep recruiters inside Word, their email, and their ATS.
Build me a local CV formatting pipeline to replace Saply for personal use. Requirements: - A Node + Express app on localhost:4173 with one page to upload a PDF or DOCX, choose a file from templates/, add an optional job description, and run the job. - Extract DOCX text with mammoth and PDF text with pdftotext. Detect image-only files and stop with a clear message instead of producing an empty CV. - Send extracted text to an LLM API of your choice, key from .env, using a strict JSON schema for contact details, summary, skills, experience, education, and certificates. - Never invent employers, dates, qualifications, or skills. Missing values stay null, and every tailored claim must be supported by the source CV. - Render the JSON into the selected tagged Word template using docxtemplater and PizZip, preserving its fonts, colors, tables, headers, footers, and repeating experience rows. - When a job description is present, show a 0-100 match score, strengths, gaps, and questions. Rewrite the summary and bullets only when a Tailor checkbox is enabled. - Save job metadata and structured JSON in SQLite via better-sqlite3. Delete uploaded source files and generated documents after 24 hours. - Bind to localhost only, with no accounts or telemetry. Data leaves the machine only for the documented LLM call. - Out of scope: OCR for scanned CVs, Word or Google Docs add-ins, ATS/email integrations, bulk processing, collaboration, and enterprise compliance controls. - Include a sample tagged template, two fixture CVs, extraction/render smoke tests, and a README covering setup, .env, template tags, retention, and the honest limitations. - Be aware of the hard part: CVs vary wildly in structure (two-column layouts, tables, sidebars, mixed date formats), and a schema that runs fine on the fixtures will silently miss fields on real-world CVs. Test on messy inputs and document what gets dropped.
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A recruiter cannot ship a client CV with a missing employer or certification, and cannot lose a minute fine-tuning output: in staffing, quality and speed win the placement. Teams pay for extraction that does not miss data across wildly varied CVs, output that is right the first time in their own and EU tender templates, and the ease of working directly inside Word, Google Docs, email, and their ATS. CVs are also security-sensitive documents, and certified handling is part of what agencies are buying.
xextraction accuracy across thousands of real-world CV layouts, tuned on years of data so nothing is silently dropped
xOCR for scanned and image-based CVs
xthe AI agent that edits any CV in plain language directly inside Word and Google Docs
xWord, Google Docs, email, and ATS integrations (Bullhorn, Carerix, Spott, Loxo)
xEU tender templates (Europass, DIGIT-TM III, ITUSS21) plus anonymisation and translation
xISO 27001 certified handling of security-sensitive candidate data
xbulk processing, team workflows, SLA, and enterprise support
Can AI replace Saply?
Kinda. The core of Saply is buildable in a weekend with the prompt on this page, but there are real gaps: extraction accuracy across thousands of real-world CV layouts, tuned on years of data so nothing is silently dropped, OCR for scanned and image-based CVs. Read the honest list above before committing.
How much does Saply cost?
Saply costs about $230/month (Pro, checked 2026-07-31), which is $2760 per year.
What do I lose by replacing Saply?
Honestly: extraction accuracy across thousands of real-world CV layouts, tuned on years of data so nothing is silently dropped; OCR for scanned and image-based CVs; the AI agent that edits any CV in plain language directly inside Word and Google Docs; Word, Google Docs, email, and ATS integrations (Bullhorn, Carerix, Spott, Loxo); EU tender templates (Europass, DIGIT-TM III, ITUSS21) plus anonymisation and translation; ISO 27001 certified handling of security-sensitive candidate data; bulk processing, team workflows, SLA, and enterprise support. If any of those are load-bearing for you, keep paying.
Is there an open-source alternative to Saply?
Yes — Reactive Resume (Open-source resume builder with customizable templates and PDF, JSON, and DOCX export.), Resume Matcher (Open-source LLM resume tailoring, job matching, template editing, and PDF export.). Using prior art is also a valid exit; the prompt is for when you want it exactly your way.