Anti-ATS Evaluatorv1.3

[ANALYSIS_REPORT] **LOW** [Opencode: opencode:glm-5] Partial fit for Data PM role. Strong AI/ML experience and English C2 fluent. Missing Spanish advanced (required for LATAM stakeholders), computer vision experience, and formal data product management title. AB InBev is highly corporate environment mismatched with scrappy builder profile. **Strengths:** AI/ML product development, Business-technical translation, English C2 fluent **Missing Required:** Spanish advanced for LATAM teams, Data Product Manager title

[ANALYSIS_REPORT] **TOP** [Opencode: opencode:glm-5] Strong fit for AI PO talent bank. Digital product management, discovery-to-delivery, AI knowledge (ML, NLP, Deep Learning), analytical skills, and communication all demonstrated. Missing computer vision experience but not required. 'Banco de Talentos' suggests pipeline building, not urgent hire - lower competition. **Strengths:** AI project delivery end-to-end, Discovery and validation methodology, Leadership and strategic thinking

[ANALYSIS_REPORT] **TOP** [Opencode: opencode:glm-5] Excellent fit for AI agent PM role. RAG, prompt engineering, AI metrics, technical discovery, and model trade-offs all demonstrated in market intelligence platform. CG/lab is startup within CAR Group, emphasizing skills over titles. English C2 meets requirement. No missing requirements. **Strengths:** RAG and LLM production architecture, AI metrics and cost optimization, Prompt engineering and iteration

[ANALYSIS_REPORT] **MEDIUM** [Opencode: opencode:glm-5] Partial fit for AI Product Specialist at CNP Seguradora. MIT MicroMasters satisfies post-grad requirement. AI/ML experience strong. Missing formal product management title - ATS may filter on 'gestão de produtos digitais' keyword. Insurance regulatory experience not demonstrated. Hybrid in-person requirement adds friction. **Strengths:** AI/ML project delivery, Post-graduate MIT credential, Technical-business translation **Missing Required:** Product management title/role

[ANALYSIS_REPORT] **TOP** [3-Flash] This is a rare 1:1 match for a 'builder-PM.' The JD specifically calls for someone who uses tools like Claude Code and Cursor to ship fast, which matches the candidate's profile perfectly. While the '5+ years PM title' is a slight risk, the 'technical foundation' and 'hands-on AI development' requirements are fully met. **Strengths:** Hands-on AI-assisted development (Cursor/Claude Code), Ability to read/review code, Founder/Builder mindset

[ANALYSIS_REPORT] **LOW** [3-Flash] Duplicate of Job 4 with more detail; the additional requirement for 'Advanced Spanish' and 'Computer Vision use cases' further widens the gap. The candidate's focus is on LLMs and RAG, not CV/Imaging, which is a critical domain difference for this specific team at ABI. **Strengths:** Technical documentation, ML lifecycle knowledge, English C2 **Critical Gaps:** No Computer Vision experience, Spanish language proficiency not stated **Missing Required:** Proven experience managing ML products, Advanced Spanish

[ANALYSIS_REPORT] **LOW** [Opencode: opencode:glm-5] HARD FILTER: Requires completed Master's degree in CS/Engineering/Math/Stats/AI. Candidate has Bachelor's in Mechatronics + MIT MicroMasters (not Master's equivalent). Hard degree requirement not met. **Critical Gaps:** Master's degree **Missing Required:** Completed Master's degree

[ANALYSIS_REPORT] **MEDIUM** [3-Flash] Technically, the candidate is a strong match for the stack (Python, FastAPI, OpenAI APIs, SQL). However, the ATS will look for 3+ years with the specific title 'AI Engineer' or 'Backend Engineer', which are missing from the resume. The recent Go work is impressive but might be seen as a pivot away from the Python/FastAPI focus of this role. **Strengths:** OpenAI API integration, Agentic workflows, Cloud architecture **Missing Required:** 3+ years experience as backend-focused AI Engineer

[ANALYSIS_REPORT] **LOW** [Opencode: opencode:glm-5] Poor fit for JR Keyword Detection role. Missing TensorFlow/PyTorch (hard requirement), RNN/CNN architectures, and speech/audio processing experience. JR level mismatch with senior candidate profile. Strong English and Python skills present, but specialized ML framework and audio domain gaps are blocking. **Strengths:** Python proficiency, English C2 fluent, Transformer architecture understanding **Missing Required:** TensorFlow or PyTorch framework

[ANALYSIS_REPORT] **LOW** [Opencode: opencode:glm-5] HARD FILTER: Geographic restriction requires residence in Guaratinguetá region (Guará/Lorena/Aparecida). Candidate is São Paulo based. Local residence is mandatory for hybrid telemedicine project. **Critical Gaps:** Geographic location **Missing Required:** Residence in Guaratinguetá region

[ANALYSIS_REPORT] **HIGH** [3-Flash] Excellent semantic match for 'AI-augmented information retrieval.' The candidate's job intelligence platform (scraper + AI scorer) is a direct demonstration of the 'Information Retrieval' and 'NLP' skills requested. The lack of a 'Data Scientist' title is the only major ATS hurdle. **Strengths:** Information Retrieval (Job scraper project), NLP/LLM measurement and metrics, Systems/Statistics foundation (Mechatronics) **Missing Required:** Experience with information retrieval / ranking

[ANALYSIS_REPORT] **LOW** [Copilot: GPT5] Strong technical alignment on AI/LLM engineering: Go (production orchestrator), LLM API integration, RAG pipelines, prompt engineering, vector search, and end-to-end production deployment are all directly demonstrated. The structural ATS blocker is '5+ years full-stack development experience' — the candidate has never held a Software Engineer title, triggering auto-rejection despite the technical capability being genuinely present and demonstrable. Rust is also absent (Go/Golang present). **Strengths:** Go (Golang) production orchestrator directly satisfies the Rust/Golang requirement, LLM API integration, RAG, embeddings, and vector search all demonstrated in production systems, Rapid prototyping track record (full platform in under a month) matches the '1-2 week demo' requirement **Missing Required:** 5+ years full-stack development experience (SE title), Rust experience

[ANALYSIS_REPORT] **LOW** [Copilot: GPT5] Duplicate posting of AgileEngine AI Software Engineer (Full Stack) ID51390 — identical to job 4374043560. Strong AI/LLM technical alignment (Go, RAG, LLM APIs, prompt engineering, production deployment) but blocked by ATS auto-rejection on '5+ years full-stack development experience' with no Software Engineer title in work history. **Strengths:** Go production orchestrator satisfies the Golang requirement, Production LLM API integration (Claude, Gemini, OpenAI), RAG, embeddings, vector search demonstrated end-to-end **Missing Required:** 5+ years full-stack development experience (SE title), Rust experience

[ANALYSIS_REPORT] **LOW** [Copilot: GPT5] Duplicate posting of AgileEngine AI Software Engineer (Full Stack) ID51390 — identical to job 4374043560. Strong AI/LLM technical alignment blocked by ATS auto-rejection on '5+ years full-stack development experience' with no Software Engineer title. **Strengths:** Go production orchestrator satisfies the Golang requirement, Production LLM API integration, RAG, embeddings, vector search demonstrated **Missing Required:** 5+ years full-stack development experience (SE title), Rust experience

[ANALYSIS_REPORT] **LOW** [Copilot: GPT5] Duplicate posting of AgileEngine AI Software Engineer (Full Stack) ID51390 — identical to job 4374043560. Strong AI/LLM technical alignment blocked by ATS auto-rejection on '5+ years full-stack development experience' with no Software Engineer title. **Strengths:** Go production orchestrator satisfies the Golang requirement, Production LLM API integration, RAG, embeddings, vector search demonstrated **Missing Required:** 5+ years full-stack development experience (SE title), Rust experience

[ANALYSIS_REPORT] **LOW** [Copilot: GPT5] Duplicate posting of AgileEngine AI Software Engineer (Full Stack) ID51390 — identical to job 4374043560. Strong AI/LLM technical alignment blocked by ATS auto-rejection on '5+ years full-stack development experience' with no Software Engineer title. **Strengths:** Go production orchestrator satisfies the Golang requirement, Production LLM API integration, RAG, embeddings, vector search demonstrated **Missing Required:** 5+ years full-stack development experience (SE title), Rust experience

[ANALYSIS_REPORT] **LOW** [Copilot: GPT5] Hard geographic filter triggered: the job explicitly states 'Hybrid work model (India-based candidates only)' under Employment Type. The candidate is based in Brazil and does not meet this geographic requirement. The listing is also for an unnamed enterprise AI client through a recruiter, and the CS/ML/AI degree requirement would additionally fail ATS (Mechatronics Engineering not recognized as equivalent). Auto-rejection regardless of technical fit. **Strengths:** Strong generative AI technical skills would otherwise align well (RAG, LLM APIs, HuggingFace, embeddings), Production AI system deployment demonstrated **Critical Gaps:** India-based location requirement not met — hard geographic filter **Missing Required:** India-based residency for hybrid work model, CS/ML/AI degree (ATS-recognized)

[ANALYSIS_REPORT] **LOW** [Copilot: GPT5] Strong technical alignment: Go/Golang is a primary required back-end language, systems design at large scale is demonstrated, and Gemini API hands-on experience is directly relevant to the Search Content Platform team's Gemini-driven mandate. The ATS blocker is '5 years of experience with software development' — with no Software Engineer title anywhere in the work history, ATS auto-rejects before a human can apply Google's stated 'equivalent practical experience' policy. **Strengths:** Go (Golang) production implementation — direct match for the primary required back-end language, Systems design and AI pipeline architecture directly aligned with Search Content Platform scope, Gemini API hands-on experience is specifically relevant to the team's Gemini-driven content acquisition work **Missing Required:** 5 years software development experience (SE title), 3 years full-stack development (title)

[ANALYSIS_REPORT] **LOW** [Copilot: GPT5] Duplicate posting of AgileEngine AI Software Engineer (Full Stack) ID51390 — identical to job 4374043560. Strong AI/LLM technical alignment blocked by ATS auto-rejection on '5+ years full-stack development experience' with no Software Engineer title. **Strengths:** Go production orchestrator satisfies the Golang requirement, LLM API integration in production, RAG, embeddings, vector search demonstrated **Missing Required:** 5+ years full-stack development experience (SE title), Rust experience

[ANALYSIS_REPORT] **LOW** [Copilot: GPT5] Duplicate posting of AgileEngine AI Software Engineer (Full Stack) ID51390 — identical to job 4374043560. Strong AI/LLM technical alignment blocked by ATS auto-rejection on '5+ years full-stack development experience' with no Software Engineer title. **Strengths:** Go production orchestrator satisfies the Golang requirement, LLM API integration in production, RAG, embeddings, vector search demonstrated **Missing Required:** 5+ years full-stack development experience (SE title), Rust experience

[ANALYSIS_REPORT] **LOW** [2.5-Pro] This is a hands-on developer role with a perfect match on advanced AI skills (RAG, LLM inference, vector DBs). However, there is a critical gap in the core backend and frontend stack: the role requires .NET (C#) and Angular, whereas the candidate's expertise is in Go, Python, and Vanilla JS. This stack mismatch is a deal-breaker for a developer role. **Strengths:** Experiência com RAG em projeto real, Experiência com inferência/model serving (Ollama, etc.), Experiência com base vetorial **Critical Gaps:** .NET (C#), Angular **Missing Required:** .NET (C#) para APIs/serviços, Angular para UI

[ANALYSIS_REPORT] **LOW** [Copilot: GPT5] Duplicate posting of AgileEngine AI Software Engineer (Full Stack) ID51390 — identical to job 4374043560. Strong AI/LLM technical alignment blocked by ATS auto-rejection on '5+ years full-stack development experience' with no Software Engineer title. **Strengths:** Go production orchestrator satisfies the Golang requirement, LLM API integration in production, RAG, embeddings, vector search demonstrated **Missing Required:** 5+ years full-stack development experience (SE title), Rust experience

[ANALYSIS_REPORT] **LOW** [Copilot: GPT5] Duplicate posting of AgileEngine AI Software Engineer (Full Stack) ID51390 — identical to job 4374043560. Strong AI/LLM technical alignment blocked by ATS auto-rejection on '5+ years full-stack development experience' with no Software Engineer title. **Strengths:** Go production orchestrator satisfies the Golang requirement, LLM API integration in production, RAG, embeddings, vector search demonstrated **Missing Required:** 5+ years full-stack development experience (SE title), Rust experience

[ANALYSIS_REPORT] **LOW** [Copilot: GPT5-mini] Strong technical overlap: demonstrated production Go, Python, LLM/RAG and systems-architecture work maps well to many required skills. Lacks explicit Google-scale distributed systems and deep algorithms publication/experience that Google prefers. ATS will see relevant keywords and projects but will cap due to missing high-scale DSA evidence. **Strengths:** Production Go webserver & orchestrator, LLM/RAG pipeline and prompt engineering, End-to-end deployment on constrained infra

[ANALYSIS_REPORT] **TOP** [Copilot: GPT5-mini] Very high semantic match: explicit LLM integration, LangChain/LlamaIndex familiarity, RAG and vector-search experience plus production orchestration. Minor gaps in large-scale managed cloud depth (SageMaker/ECS) and heavy Python-first emphasis, but overall fits the role's core responsibilities. ATS will rank this well and the niche nature of the role reduces competition friction. **Strengths:** Hands-on LangChain/LlamaIndex and RAG pipelines, Production orchestration and cost/latency optimizations, Vector embedding and prompt/evaluation pipelines