Grounded AI CV builders compared

Written 8 September 2026. CitedCV.

A grounded AI CV builder writes only from facts you supplied and refuses to invent the rest. RecastCV, ResumeFab and CitedCV publish that rule on their own pages; among general builders only Enhancv states one, and Rezi, Teal and Kickresume state none.1

What "grounded" means and how we judged it

A grounded AI CV builder writes only from facts the candidate supplied and refuses to invent the rest. In machine learning, grounding means tying a model's output to a given source instead of its training data. On a CV the failure it prevents is hallucination: the invented metric, the inflated title, the tool you used once. The hallucination page explains the mechanism; this one applies the definition to ten tools.

Disclosure first: CitedCV is ours. We judged every tool, including our own, on what its public pages said on 2026-09-08, and we name a real limit for each. Where a site says nothing about invented claims we say so. We do not print competitor prices, because they change.

The five criteria

A stated rule. Does the tool's own site say it will not invent experience, metrics or titles? A rule in a FAQ counts; silence does not.
A described mechanism. Does the site say how the rule is enforced: a source of truth, a check, a refusal path? A promise without one is marketing.
Visible provenance. Can the user see, per line, which of their facts the line came from?
What happens on failure. Is an unsupported claim removed, flagged, or shipped for the user to catch?
Stated limits. Does the site admit what the tool cannot do? A page that concedes limits is easier to trust.

Three tools that publish a rule against invented claims

RecastCV

RecastCV tailors a master CV to a job description and exports a DOCX. Its FAQ answers "does RecastCV make things up?" with no, and its grounding guide describes a source of truth, a project library and rewrite rules that forbid unrecorded metrics, technologies or titles. Its limit: it tailors rather than builds, and describes rules, not a visible source per line.

ResumeFab

ResumeFab tailors a resume to a pasted job description from an upload or guided forms, free to start with a premium plan above. Its FAQ answers "does it write fake or exaggerated experience?" with no: it never invents information. Its limit: no verifier or per-line source is described, and its own FAQ tells you to verify every line yourself.

CitedCV

CitedCV writes only from a form, an uploaded file read in your browser, or interview answers. Every bullet carries the ids of its facts; a deterministic verifier and an entailment check test each line, and a failing line is rewritten once, then dropped. Its limit: it cannot write what you did not give it, it asks before writing, it costs credits after the 10 free ones, and it has eight single-column templates.

The general builders: Rezi, Teal, Kickresume and Enhancv

These four are larger and broader than the three above, and each is a fair choice for what it is built for. With one partial exception their pages offer no grounding guarantee, and the reason is on the pages: each describes an AI writer that drafts bullets from a job title or job description, which is where hallucination happens.

Rezi

Rezi is an ATS-focused builder with a resume score, keyword targeting, templates, PDF and DOCX export, a free plan and paid plans. Its AI page says you enter your job title and the AI drafts achievement-focused bullets with quantifiable results. It states no policy on invented claims; RoleWorth's 2026 guide reports no enforced proof anchor.

Teal

Teal is a job-search workspace: a tracker, a Chrome extension, a builder with a match score against a job description, AI bullets and cover letters, a free tier and a paid Teal+ plan. Its builder page says the AI helps you add metrics, dollars or percentages; its FAQ tells you to make sure everything is accurate. It states no policy on invented claims.

Kickresume

Kickresume is a design-led builder with dozens of templates, cover letters, a website builder, translation, EU hosting, a free tier and paid plans. Its AI page says you enter your name and job title and it generates the entire first draft, which you then tweak because AI wrote it. It states no policy on invented claims.

Enhancv

Enhancv is a design-led builder with 20+ sections, single and two-column templates, an ATS check and one-click tailoring. It is the partial exception: its home page says tailoring is built from your real experience only, with no AI hallucinations or invented facts, and its FAQ says every rewrite is grounded in your real experience, never invented. Its AI builder page also says the strengths tool can add quantifiable metrics. The rule is stated; no verifier or per-line source is described.

Side by side

Tool	States a no-invention rule	Describes a mechanism	Source shown per line	Free tier
RecastCV	Yes, FAQ and guide	Yes: master CV, project library, rewrite rules	Not described	Free credits, then credit packs
ResumeFab	Yes, FAQ	No; asks you to verify every line	Not described	Free plan, paid premium
CitedCV	Yes	Yes: facts ledger, verifier, entailment check, drop on failure	Yes, fact ids on every bullet	5 free credits, then credit packs
Rezi	No	No	No	Free plan, paid plans
Teal	No	No	No	Free tier, paid plan
Kickresume	No	No	No	Free tier, paid plans
Enhancv	Yes, for tailoring and rewrites	Placeholder instead of an invented number; no verifier	Not described	Short free period, paid plans

Which should you pick

You track many applications and want one workspace: Teal; run the bullet test below on its AI output.
You need a design-led or two-column CV, or a language other than English or Turkish: Kickresume or Enhancv; Enhancv also states a no-invention rule.
You are rebuilding from scratch and want a score against the job: Rezi, then check every number it drafts.
You have a good master CV and apply to many similar roles: RecastCV, which tailors per job description and refuses to add what is not in your library.
You want free tailoring to a job description and will verify each line yourself: ResumeFab.
You want a visible source on every line, a verifier that removes what it cannot support, and a builder that asks before it writes: CitedCV, with a plainer CV when your facts are thin.

How to verify any tool's claim yourself

A stated rule is a claim about the tool; test it as you would a CV line. Prospects, the UK graduate careers service, says AI should not be used to invent or embellish details; this checks whether a tool obeys.

Give only a job title and ask for a CV. A grounded tool refuses or asks; a generic one writes a full page for nobody.
Enter one vague, true bullet and ask for it to be made stronger. Count the numbers, tools and verbs you did not type.
Ask where each number came from. Look for a fact per line, not an explanation.
Type "contributed to" and see whether "led" comes back.
Search the tool's FAQ or pricing page for invent, fabricate or hallucination. If the words are absent, the promise has not been made.

What none of these tools can do

Guarantee an interview. The decision belongs to a recruiter and a hiring manager; RoleWorth's guide says the same of every builder it reviewed.
Add experience you do not have. A grounded builder gives you a shorter CV; a generic one, a longer one you cannot defend.
Beat AI detection, because applicant tracking systems such as Workday, Greenhouse and Lever do not run any; they parse fields and match keywords.
Fix a wrong fact you typed. Every tool here, grounded or not, reproduces your input faithfully.

Tool	What it does	Strength	Limit	Grounding
RecastCV	Tailors a master CV to a pasted job description, rewriting every bullet for the role from your CV and project library; exports DOCX.	Per-job tailoring from one master record, a project library that keeps metrics, credit packs instead of a subscription, free credits at signup.	Tailors a CV you already have rather than building one from questions; DOCX export; describes rules, not a visible source per line.	Its FAQ answers "does RecastCV make things up?" with no: it rewrites strictly from your master CV and project library and never invents experience, titles or outcomes.
ResumeFab	Free-to-start AI resume builder that tailors a resume to a pasted job description from an upload or guided forms; exports PDF and Word.	Free first resume without a card, quick tailoring for similar roles, PDF and Word export, cover letters.	States the rule but describes no verifier and no per-line source; its own FAQ tells you to verify every line before you submit.	Its FAQ asks whether it writes fake or exaggerated experience and answers no: it only enhances and aligns the experience you provide and never invents information.
CitedCV	Grounded AI CV builder that writes only from your form, uploaded file or interview answers, cites the facts behind every bullet and drops what it cannot verify.	Fact ids on every line, a deterministic check of every number, date and name plus an entailment check, single-column PDF and DOCX re-parsed after export, five regional presets.	Cannot write what you did not give it; asks questions before writing, so a build takes minutes; costs credits after the 10 free at signup; eight single-column templates; English and Turkish only.	Its own rule, stated on this site: the writing model receives confirmed facts only, every bullet carries fact ids, and a line that fails verification is rewritten once, then dropped. Test it like the others.
Rezi	ATS-focused resume builder with a resume score, keyword targeting against a job description, an AI bullet and summary writer, templates, PDF and DOCX export.	Clean single-column output, a section-by-section score with real-time feedback, keyword matching, cover letters, a free plan beside paid plans.	Its AI page says you can enter a job title and it drafts achievement-focused bullets with quantifiable results, so numbers can appear that you did not supply.	Its site does not state a policy on invented claims; its AI page says rewrites are based on your real experience and you approve every line, and RoleWorth's 2026 guide reports no enforced proof anchor.
Teal	Job-search workspace: an application tracker, a Chrome extension, a resume builder with a match score against any job description, and AI bullets and cover letters.	Tracker and builder in one place, unlimited resume versions and downloads on the free tier per its pages, keyword matching, PDF and Word export.	The builder is secondary to the tracker; its page says the AI helps you add metrics, dollars or percentages and generates content ideas for skill gaps, which is where invention starts.	Its site does not state a policy on invented claims; its builder FAQ says to review AI-generated content and make sure everything is accurate and authentically represents your experience.
Kickresume	Design-led resume and cover letter builder with dozens of templates, an AI writer, an ATS checker, a website builder, translation and EU hosting.	Template range and typography, matching cover letters, a personal website in one click, resume translation, unlimited downloads on the free tier per its pricing page.	Its AI page says you enter your name and job title and it generates the entire first draft, so content starts from the model, not your facts; some templates are multi-column.	Its site does not state a policy on invented claims. Its FAQ says that because AI wrote the text and not you, you still need to tweak details, and that AI does not know you.
Enhancv	Design-led resume builder with 20+ sections, single and two-column templates, an ATS check, one-click tailoring, translation, a job tracker, and PDF and TXT export.	Distinctive templates, an inline AI assistant, a tailoring score with bullet-level fixes, many interface languages, a stated no-invention rule for tailoring and rewrites.	No DOCX export per its pricing FAQ; its AI builder page also says the strengths tool can add quantifiable metrics aligned with the job; no verifier or per-line source is described.	Its home page says tailoring is built from your real experience only, with no AI hallucinations or invented facts, and its FAQ says every rewrite is grounded in your real experience, never invented; the writing assistant drops in a placeholder instead of inventing a figure.
JobShifu	A resume tailoring tool built around a Vault of confirmed facts; it tailors an existing resume to a posting and autofills applications.	Every line must cite experience the user confirmed; a proposal with no source in the Vault is dropped before the user sees it, and the finished resume is checked line by line.	Tailors a resume you already have rather than building from atomic facts with an interview; its pages describe an application-autofill workflow that CitedCV does not attempt.	Its page states: JobShifu tailors your resume without inventing anything, because every line has to cite experience you confirmed.
Citevault	An open-source, local-first resume tailoring tool published for a Gemma model challenge.	Every claim is grounded in the user's own evidence or refused and flagged as a gap; each bullet carries a footnote to a span in the source material.	A developer project rather than a hosted product: it runs locally, has no templates, exports or support, and its maintenance depends on one author.	Its author writes: every claim is either grounded in your own evidence, or refused and flagged as a gap; no fabrication.
Big Interview resume builder	A resume builder inside an interview-practice platform sold mostly to universities and career centres.	Part of a coaching suite with mock interviews and feedback; the help centre says the tools are built to stay grounded in the content users provide.	Grounding is described as a design goal and a monitoring result, not as a per-line citation the user can inspect; access usually comes through an institution.	Its help centre states the AI tools are built to stay grounded in the content and context users provide, with zero reported cases of hallucination to date.

Questions people ask

Which AI CV builders do not make things up?

RecastCV, ResumeFab and CitedCV publish a rule against invented claims on their own sites, and Enhancv states one for tailoring and rewrites. Rezi, Teal and Kickresume state no policy. A stated rule is not a mechanism.

What is the difference between a grounded AI CV builder and an ATS-friendly one?

Grounded describes where the words come from: your facts only. ATS-friendly describes layout: single column, standard headings, so that Workday, Greenhouse or Lever can parse it. A tool can be either, both or neither.

Is Enhancv grounded?

Partly, by its own description. Its pages say tailoring and rewrites never invent facts and missing numbers become placeholders. They describe no verifier or per-line source, and its AI builder page says the strengths tool can add metrics. Test it.

Do Rezi, Teal or Kickresume invent numbers?

They can, because nothing on their pages says they will not. Each describes an AI writer that drafts bullets from a job title or job description, and Teal's page says it helps you add metrics. Run the five-minute test.

Which is the best AI CV builder?

None for everyone, and this page does not rank them. Teal for tracking, Kickresume or Enhancv for design, Rezi for a scored rebuild, RecastCV for tailoring a master CV, ResumeFab for free tailoring, CitedCV for a visible source on every line.

Is CitedCV really zero-hallucination?

Zero invented lines by construction: nothing ships that the verifier could not tie to your facts. Not zero errors, because a wrong fact you typed is cited faithfully. Run the empty test and the source test on it too.

Are any of these tools free?

All seven have a free tier or free credits at signup; what is gated differs. Teal and Kickresume state unlimited downloads on their free tiers; Enhancv's free period is short; RecastCV and CitedCV use credits. Prices change; read each pricing page.

Sources

RecastCV home page, FAQ "Does RecastCV make things up?"recastcv.com/
RecastCV: why AI resume builders hallucinate, grounding and rewrite rules explainedrecastcv.com/blog/grounded-ai-resume-no-hallucination
RecastCV llms.txt: product summary and never-fabricates statementrecastcv.com/llms.txt
RecastCV pricing: credit packs and free creditsrecastcv.com/pricing
ResumeFab FAQ: "Does ResumeFab write fake or exaggerated experience?"resumefab.com/faq
ResumeFab home page: how it worksresumefab.com/
ResumeFab pricing: free and premium plansresumefab.com/pricing
Rezi AI resume builder page: how the AI writes bullet pointswww.rezi.ai/ai-resume-builder
Rezi pricing: free and Pro planswww.rezi.ai/pricing
Rezi llms.txt: product summarywww.rezi.ai/llms.txt
Teal resume builder page and FAQwww.tealhq.com/tools/resume-builder
Teal pricing: free and Teal+ planswww.tealhq.com/pricing
Kickresume AI resume writer page and FAQwww.kickresume.com/en/ai-resume-writer/
Kickresume home page and FAQ on the AI cover letter writerwww.kickresume.com/
Kickresume pricing: free and premium planswww.kickresume.com/en/pricing/
Enhancv home page: tailoring and AI FAQ, no-invention statementsenhancv.com/
Enhancv AI resume builder page: strengths and metricsenhancv.com/ai-resume-builder/
Enhancv pricing and FAQ: plans and export formatsenhancv.com/pricing/
RoleWorth: best AI resume builder 2026, an independent comparison on proof groundingroleworth.com/guides/best-ai-resume-builder-2026
Huang et al., A survey on hallucination in large language models (arXiv 2311.05232, 2023)arxiv.org/abs/2311.05232
Prospects (UK): how to write a CV, on lying, exaggeration and the use of AIwww.prospects.ac.uk/careers-advice/cvs-and-cover-letters/how-to-write-a-cv
JobShifu, AI resume builder that cannot invent experiencejobshifu.com/calibration
Citevault on GitHub, a local-first resume tool that refuses ungrounded claimsgithub.com/jaberoma/citevault
Big Interview help centre on AI hallucinationsupport.biginterview.com/en/article/does-your-ai-ever-generate-inaccurate-or-misleading-content-ie-hallucinate-1sfui3z/
Hirecarta, why AI resume writers lie and how to tellhirecarta.com/blog/why-ai-resume-writers-lie