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Offer SignedD
Danielle Shokrian
danielle.shokrian@aol.comLinkedIn
AI Screening
28/100
Poor Fit — Does not meet requirements
Danielle is an early-career software engineer who graduated in 2025 with a bootcamp background and limited professional software engineering experience, falling far short of the 5+ years required for this senior role. While she demonstrates solid full-stack fundamentals and has integrated some AI-adjacent features (schedule generation in ChronaMed), there is no demonstrated production experience with LLMs, RAG pipelines, vector databases, agentic workflows, or the LLM APIs (Anthropic, OpenAI) that are central to this role. The gap between her current experience level and the senior AI product engineering requirements is substantial and not bridgeable in the near term.
Poor fitExceptional match
Skills Detected
PythonTypeScript/JavaScriptReactNode.jsNext.jsPostgreSQLREST API DevelopmentDockerCI/CDAWS/Azure/DigitalOceanTest-Driven DevelopmentSQLFlaskGit/GitHub
0
Education
Bachelor of Science Education, Music Specialization with Minor in Information Systems — Hofstra University (2025); Software Engineering Bootcamp — The Flatiron School (2025)
Past Employers
Primary Wave (Streaming and Playlisting Intern), Metropolitan Opera at Lincoln Center (Information Systems Intern)
Key Achievements
- Optimized PostgreSQL queries in ChronaMed reducing response time by 85% (800ms to 120ms) with 99.5% uptime via Docker
- Increased artist engagement by 30% at Primary Wave through strategic metadata optimization across 25+ artists with 50M+ monthly streams
- Reduced average system downtime by 40% at the Metropolitan Opera through proactive IT maintenance while resolving 95% of tickets within 24 hours
Strengths
- Solid full-stack development foundation with TypeScript/JavaScript, Python, React, Node.js, and Next.js — the core languages and frameworks listed in the job requirements
- Demonstrated ability to ship real, deployed projects with measurable outcomes (e.g., 85% query optimization, 99.5% uptime, CI/CD automation) showing engineering rigor beyond typical bootcamp graduates
- Exposure to AI-powered feature integration in ChronaMed (AI-powered schedule generation), suggesting nascent awareness of AI product development even if not at production LLM depth
Gaps
- Critically lacks the 5+ years of software engineering experience required — effectively has 0 years of professional software engineering employment, with only two non-engineering internships and self-directed projects
- No demonstrated experience with LLM APIs (OpenAI, Anthropic), prompt engineering, RAG pipelines, vector databases, agentic workflows, LangChain, LlamaIndex, or any of the core AI/ML systems that define this role
- No evidence of senior-level competencies such as mentoring engineers, owning product lifecycles, evaluating AI system outputs for hallucinations/regressions, or operating with the independent ownership expected at this level
- Primary professional background is in music tutoring and non-engineering internships (IT support, streaming analytics), which does not demonstrate the production engineering depth needed
Interview
Completed
Thu, Apr 16, 3:00 PM UTC
AI Summary
Strong interview. The candidate demonstrated deep familiarity with LLM systems and AI product development. They gave concrete examples of shipping AI features end-to-end and showed good judgment on when to automate vs. when to keep humans in the loop. Culture fit appeared excellent — they asked thoughtful questions about the team's AI strategy. Recommend advancing to final round.
View full transcript
[0:00] Interviewer: Thanks for joining today. Let's start — tell me about a project where you built something meaningful with LLMs. [0:15] Candidate: Sure! My most recent project was an internal tool for a fintech company where I built a RAG system that let compliance officers query 10 years of regulatory documents in plain English. The latency challenge was interesting — I ended up implementing a semantic cache that cut repeat query time by 80%. [0:45] Interviewer: How did you handle hallucinations in that system? [0:55] Candidate: That was the hardest part. I built an evaluation harness with 200 ground-truth Q&A pairs and ran it on every model update. We also added citation tracking so every answer showed the source document — that way compliance officers could verify. It reduced trust issues significantly. [2:00] Interviewer: What does good AI product judgment look like to you? [2:10] Candidate: Knowing where not to use AI is as important as knowing where to use it. I think the best AI products are the ones where the AI handles the boring, repetitive cognitive work and keeps humans in the loop for decisions that actually matter — especially in high-stakes domains like hiring or compliance. [3:05] Interviewer: That's a great perspective. Let me ask about your stack preferences...
Offer Letter
Offer sent — awaiting candidate signature
Signing link: View offer
View letter content
--- **TalentAI Inc.** 1200 Innovation Drive, Suite 400 | San Francisco, CA 94105 talent@talentai.com | (415) 555-0192 | www.talentai.com --- Danielle Shokrian [Address Line 1] [City, State, ZIP Code] Dear Danielle, On behalf of everyone at TalentAI Inc., it is my genuine pleasure to extend this formal offer of employment to you for the position of **Senior AI Product Engineer**. After getting to know you throughout our interview process, we are confident that your skills, experience, and perspective will be a tremendous asset to our team, and we are truly excited about the possibility of you joining us. Please review the details of this offer carefully. Should you have any questions, do not hesitate to reach out at any time. --- **1. POSITION AND START DATE** - **Job Title:** Senior AI Product Engineer - **Department:** Product Engineering - **Reporting To:** Sarah Chen - **Employment Type:** Full-Time, Exempt - **Anticipated Start Date:** Monday, April 20, 2026 Your role as Senior AI Product Engineer will be integral to our product engineering team. You will work closely with Sarah Chen and collaborate across disciplines to help design, develop, and deliver AI-powered solutions that reflect TalentAI Inc.'s commitment to innovation and excellence. A detailed job description outlining your core responsibilities and performance expectations will be provided during your onboarding. --- **2. COMPENSATION** - **Base Salary:** $80,000.00 (Eighty Thousand Dollars) per year - **Pay Schedule:** Paid bi-weekly (26 pay periods per year), equivalent to approximately $3,076.92 per pay period (gross, before applicable taxes and deductions) - **Equity / Bonus:** Not applicable at this time Your compensation will be reviewed as part of TalentAI Inc.'s standard performance review process, typically conducted on an annual basis. Any adjustments to compensation are made at the Company's discretion and are not guaranteed. --- **3. BENEFITS** TalentAI Inc. is committed to supporting the health, well-being, and long-term financial security of our employees. As a full-time employee, you will be eligible to participate in our benefits programs, which currently include: - **Health Insurance:** Medical, dental, and vision coverage (eligibility begins on the first day of the month following your start date) - **Retirement Savings:** 401(k) plan with Company matching contributions, subject to plan terms - **Paid Time Off (PTO):** Accrued PTO in accordance with Company policy, in addition to Company-observed holidays - **Professional Development:** Access to learning and development resources to support your growth - **Additional Perks:** Details on supplemental benefits, including any wellness programs, commuter benefits, or other offerings, will be provided in your onboarding materials All benefits are subject to the terms, conditions, and eligibility requirements of the applicable benefit plans, which may be amended or discontinued at the Company's discretion. A comprehensive summary of benefit plan documents will be made available to you upon hire. --- **4. AT-WILL EMPLOYMENT** Your employment with TalentAI Inc. is **at-will**, meaning that either you or the Company may terminate the employment relationship at any time, for any reason or no reason, with or without cause, and with or without advance notice. Nothing in this offer letter, any Company policy, handbook, or any oral or written statement by any Company representative is intended to create, or should be construed as creating, a contract of employment for a specific term or a guarantee of continued employment. The at-will nature of your employment may only be modified by a separate written agreement signed by an authorized officer of TalentAI Inc. --- **5. CONDITIONS OF EMPLOYMENT** This offer is contingent upon the successful satisfaction of the following conditions: a. **Right to Work Verification:** In accordance with the Immigration Reform and Control Act of 1986, you will be required to provide documentation establishing your identity and legal authorization to work in the United States. On or before your first day of employment, you will be required to complete Form I-9. Acceptable documents are listed on the reverse of that form. b. **Background Check:** This offer is contingent upon the satisfactory completion of a pre-employment background check, which may include verification of prior employment, education credentials, and a criminal history review, conducted in accordance with applicable federal and state law. You will receive separate instructions to initiate this process. TalentAI Inc. will comply with all applicable laws, including the Fair Credit Reporting Act (FCRA), in connection with any background check. c. **Confidentiality and Proprietary Information Agreement:** As a condition of employment, you will be required to review, sign, and return the Company's Confidentiality, Invention Assignment, and Non-Disclosure Agreement prior to or on your first day of employment. d. **Company Policies:** Your employment is subject to your review of and compliance with all TalentAI Inc. policies, procedures, and guidelines as set forth in the Company's Employee Handbook, which will be provided to you during onboarding. Should any of the above conditions not be satisfied to the Company's reasonable satisfaction, TalentAI Inc. reserves the right to withdraw this offer or, if employment has commenced, to terminate employment. --- **6. ENTIRE AGREEMENT** This letter, together with any agreements referenced herein, constitutes the complete and entire understanding between you and TalentAI Inc. with respect to the terms of your employment and supersedes any prior discussions, representations, or agreements, whether oral or written, relating to the subject matter hereof. No modification of the terms of this offer shall be valid unless made in writing and signed by an authorized representative of the Company. --- **7. ACCEPTANCE** Danielle, we sincerely hope you will accept this offer and join the TalentAI Inc. family. We believe this role represents a meaningful opportunity, and we look forward to building something impactful together. To formally accept this offer, please: 1. **Sign and date** the acceptance section below, indicating your agreement to the terms outlined in this letter. 2. **Return a signed copy** of this letter to Sarah Chen at sarah.chen@talentai.com or via the HR portal link you will receive separately, **no later than April 18, 2026**. 3. **Complete the background check authorization** via the separate link that will be sent to your email address on file. If you have any questions about this offer or any of the terms described herein, please do not hesitate to contact me or reach our People Operations team at people@talentai.com or (415) 555-0199. We are genuinely thrilled at the prospect of having you on the team and look forward to welcoming you on April 20th. Warm regards, --- **FOR TALENTAI INC.:** Signature: `_Sarah Chen_` *(Signed)* **Sarah Chen** Hiring Manager, Product Engineering TalentAI Inc. sarah.chen@talentai.com April 15, 2026 --- **CANDIDATE ACCEPTANCE:** By signing below, I, Danielle Shokrian, acknowledge that I have read and understand the terms of this offer letter, that I accept the offer of employment as Senior AI Product Engineer with TalentAI Inc. under the terms described herein, and that I understand my employment is at-will. Signature: ___________________________________ **Danielle Shokrian** Date: ___________________________________ --- *This offer letter does not constitute a contract of employment for a defined term. TalentAI Inc. is an Equal Opportunity Employer and does not discriminate on the basis of race, color, religion, sex, national origin, age, disability, genetic information, or any other characteristic protected by applicable federal, state, or local law.* ---
Admin Actions
Application Details
- Role
- Senior AI Product Engineer
- Applied
- 4/15/2026
- Resume
- Shokrian_ATS_Resume.pdf
Status History
Applied
Application submitted · candidate
4/15/2026, 5:30:14 PM
Screened
AI screening initiated · ai
4/15/2026, 5:30:15 PM
Screened
AI score 28/100 — below threshold of 65. Pending human review. · ai
4/15/2026, 5:30:31 PM
Shortlisted
Manual override by admin · admin
4/15/2026, 5:31:34 PM
In Interview
Interview scheduled for 4/16/2026, 11:00:35 AM · candidate
4/15/2026, 5:32:14 PM
Offer Sent
Offer letter sent for Senior AI Product Engineer · admin
4/15/2026, 5:34:06 PM
Offer Signed
Manual override by admin · admin
4/16/2026, 4:43:14 PM