How ResuBlue Works

Who This Tool Serves

ResuBlue is a tool for job seekers - not employers. ResuBlue does not screen, rank, or evaluate candidates on behalf of any employer. ResuBlue does not submit applications on your behalf. All decisions about resume content and job applications remain entirely yours.

ResuBlue's suggestions are based on publicly available Salesforce job market data and keyword analysis. They do not reflect any specific employer's preferences or hiring criteria.

1. What AI Powers ResuBlue?

• Primary model: Groq running Meta Llama 4 Scout (17B-16e-instruct)
• Fallback model: Groq running Llama 3.1 8B Instant, used when the primary model is rate-limited or returns a 5xx
• Server-side only - the API key is never exposed to the browser. All AI calls go through ResuBlue's own servers.
• Groq data handling: governed by Groq's published data controls and the ResuBlue production account configuration. Groq Privacy Policy ↗

Resume content is sent to Groq (groq.com) for AI processing. ResuBlue does not store full AI prompt or completion bodies in AI usage logs, and the operator re-verifies provider data controls before broader public launch.

2. How We Prevent Hallucination (Guided Input Model)

• User provides facts; AI only structures what was provided. ResuBlue does not give the AI access to the internet, your LinkedIn, or any external data source.
• Every bullet-generation prompt includes the explicit instruction: “Use ONLY the facts provided. Do not add, invent, or infer any details.”
• Post-generation fact checker scans AI output for numbers and proper nouns that were not present in your original input.
• A facts-used panel shows a ✓ or ✗ for each input fact after bullet generation so you can verify what the AI used.
• A verification prompt appears before any AI content is inserted: “Does this accurately reflect your experience?”
• Every AI output in the app carries an AIGeneratedLabel badge so you always know which content was AI-assisted.

Important: These safeguards reduce errors but cannot eliminate them. Review all AI output before submitting to employers.

3. What the Proofreader Checks

The proofreader runs 45+ rule-based checks and 3 AI-assisted checks across these categories.

Formatting & Style

• Spelling - detects misspelled words throughout your resume.
• Tense consistency - flags mixed past and present tense within the same role.
• Active voice - identifies passive constructions that weaken bullet impact.
• Date format - catches inconsistent date styles (e.g. mixing “Jan 2024” and “2024-01”).
• Date format inconsistency - flags variation in how date ranges are presented across different roles.
• Bullet punctuation - warns when bullet endings are inconsistent (some with periods, some without).
• Filler phrases - removes weak language like “responsible for,” “helped with,” and “participated in.”
• Metrics present - checks whether bullets include quantifiable results (percentages, record counts, time saved).
• Summary length - warns if your professional summary is too short (<30 words), too long (>80 words), or starts with “I.”
• Led inflation - detects overuse of “led” when weaker verbs are more accurate.
• Keyword stuffing - flags unnaturally dense repetition of the same term, which ATS systems can penalize.
• Cover letter style mismatch - identifies tone or formatting inconsistencies between your resume and cover letter.
• Mobile formatting issues - highlights layout problems that make the resume hard to read on small screens.
• AI fingerprint detected - flags phrases that are statistically common in AI-generated text and may signal inauthenticity to recruiters (e.g. “spearheaded,” “leveraged,” “transformative”).

Salesforce-Specific

• Certification names - verifies that certification titles follow ResuBlue's maintained naming rules and flags titles users should verify against their credential record.
• Salesforce capitalization - corrects improper casing of product names (e.g. “sales cloud” → “Sales Cloud”, “agentforce” → “Agentforce”).
• Deprecated terms - flags terminology retired by Salesforce, such as Process Builder (use Flow) and Workflow Rules (use Flow), and suggests current replacements.
• Role keywords - checks for Salesforce terms relevant to the selected target role, such as Agentforce and Data Cloud when supported by the user's evidence.
• Certification expiry - warns when a listed certification may be approaching its maintenance deadline.
• Generic Salesforce usage - identifies vague claims like “used Salesforce” that fail to convey actual expertise.
• Org context - checks whether descriptions clarify the type of Salesforce org and its scale.
• Trailblazer profile link - suggests adding your Trailhead profile URL if it is missing from the contact section.
• DevOps maturity - flags missing mention of DevOps tools (Copado, Gearset, SFDX) for senior roles where that experience is expected.
• Spring '26 renames - catches product names updated in Spring 2026 (e.g. Connected Apps → External Client Apps).
• Cloud name outdated - identifies cloud product names that have since been renamed or consolidated.
• Cloud saturation - warns when a resume lists an unrealistically large number of Salesforce clouds without adequate detail.
• Architect inflation - flags use of “Architect” in a title or bullet not supported by corresponding certifications or responsibilities.
• Document AI requires Data Cloud - flags claims about Document AI without mention of Data Cloud, which is a prerequisite.
• Agent script open-source inflation - catches overclaiming of Agentforce contributions based on open-source templates.
• Headless 360 vague claim - flags imprecise descriptions of Headless or Connected Experiences without implementation context.
• Agentforce Grid beta claim - warns when the Agentforce Grid is cited as production experience when it remains in beta.
• Connected Apps deprecated pattern - identifies use of legacy Connected Apps authentication patterns replaced by newer OAuth flows.
• Agentforce Curated Memory pilot - warns when Curated Memory is described as a shipping feature rather than a limited pilot.
• everse / PISA research only - flags claims of production experience with technologies that are currently research-stage only.
• AI Associate retired - alerts that the Salesforce AI Associate certification was retired and is no longer a valid credential to list.
• Generalist red flag - identifies resumes that spread too broadly across unrelated Salesforce domains without a clear specialty.
• Data quality undersold - prompts users to highlight data quality and governance work, which is frequently underrepresented.
• Cert possibly expired - warns when a certification listed without a maintenance date may have lapsed.

ATS Compatibility

• Contact completeness - confirms your name, email, phone, and LinkedIn URL are all present and correctly formatted.
• ATS headings - verifies section headings match labels that ATS parsers recognize (e.g. “Experience” not “My Journey”).
• Emoji in content - warns that emojis in bullet points or headings can break ATS parsing.
• Special characters - flags decorative symbols and non-standard bullets that ATS software may misread.
• Unexplained gap - flags employment gaps longer than a threshold and suggests adding a brief explanation.
• Job hopping vs. consulting - distinguishes between instability and a legitimate consulting career pattern.
• Consulting career not formatted - flags consulting histories that should be formatted as a consulting block rather than separate employer entries.
• Overqualification risk - notes when experience level signals may reduce fit for entry-level or mid-level recruiter screens.
• Age signal detected - identifies details (early graduation years, obsolete technologies) that can inadvertently reveal age to screeners.
• Graduation year visible - warns when graduation year is present and may trigger age-based filtering by automated screeners.
• LinkedIn / resume mismatch - flags discrepancies between your resume dates or titles and what is publicly visible on LinkedIn.
• Bootcamp as employer - warns when a training bootcamp is listed in the experience section rather than the education section.
• Demo org as real experience - flags descriptions that appear to cite sandbox or demo org work as production client experience.
• Missing community section - suggests adding Trailblazer Community or user group involvement, which Salesforce recruiters actively look for.

Career Positioning & Authenticity

• AI authenticity - holistic AI-writing detection scoring your resume across phrase density, sentence variety, specificity depth, tonal consistency, and human voice signals.
• Low application ROI warning - identifies resume patterns that may weaken recruiter or ATS readability.

4. What AI Cannot Do

• Cannot verify your certifications or employment history.
• PDF parsing is not promised. PDF export is image-based (html2canvas to canvas to PDF). Some hiring systems may not read it reliably. Use the Word-compatible export for ATS portals when accepted.
• Cannot confirm accuracy of metrics you provide. You are responsible for truthfulness.
• Cannot replace a professional career coach or recruiter.

5. Your Data and AI Processing

• Resume data is sent to Groq for AI features only and is handled according to Groq's provider policy and ResuBlue's account configuration.
• Pasted job descriptions are transient - never stored in the database.
• LinkedIn text (if pasted for consistency check) is transient - never stored. ResuBlue never fetches from LinkedIn directly.
• See our Privacy Policy for full data handling details.

6. ATS Export Honesty

• PDF export is image-based. ResuBlue renders the resume to a canvas via html2canvas, then converts that canvas to a PDF. The resulting file is a raster image. ATS software (Taleo, Workday, iCIMS, Greenhouse, and similar) cannot parse text from it.
• Use Word DOC for ATS portals. The Word DOC export produces structured, machine-readable text with proper heading hierarchy, skills tables, experience sections, education, and certifications.
• ResuBlue does not promise that its PDFs will parse perfectly or “ATS-parseable.” When in doubt, submit Word DOC.