# Topline Pro — Senior AI Engineer

- Generated: 2026-09-02 06:45:04 PM EDT
- Original JD posting: https://venturefizz.com/job/topline-pro-senior-ai-engineer/
- Work model/location: Boston, Massachusetts; exact office cadence not disclosed
- Compensation: Not disclosed
- Travel: Not disclosed
- Posting time: Not disclosed
- Applicants: Not disclosed
- Positioning track: Technical IC
- Fit outcome: BORDERLINE — overridden by Keith — original score 84%

## Fit decision

BORDERLINE overridden by Keith on September 2, 2026. The technical mandate is a strong direct match. The original concerns were material overqualification risk for an individual-contributor role reporting to the VP of Engineering, undisclosed compensation, and an unspecified Boston office cadence. Keith explicitly authorized resume and cover-letter generation despite those caveats.

## Weighted evidence map

| Requirement | Weight | Evidence score | Evidence |
|---|---:|---:|---|
| Production AI agents and chat capabilities | 3 | 3 | AssistX agents, customer-service agent, RAG workflows, OpenAI and Anthropic models. |
| Python and backend/API development | 3 | 3 | Production Python, FastAPI, Django, REST APIs, and cloud services. |
| RAG, embeddings, and vector databases | 3 | 3 | PostgreSQL/PGVector, semantic retrieval, embeddings, and RAG pipelines. |
| Agent frameworks | 3 | 2 | Direct LangChain and LangGraph work; Pydantic AI is not documented. |
| MLOps, deployment, monitoring, and evaluation | 3 | 2 | Production deployment, CI/CD, operations, observability, governance, and evaluation; fine-tuning is not documented. |
| Production cloud systems and real-time processing | 2 | 3 | Deep AWS, APIs, data pipelines, containers, CDK, and managed agent runtime delivery. |
| Product, Design, and engineering collaboration | 2 | 3 | Repeated requirements translation, prototyping, feedback iteration, and product/engineering partnership. |
| Agile Scrum delivery | 2 | 3 | Direct two-week sprint leadership and delivery at IDW, SuccessKPI, MassMutual, and NorthBay. |
| IC-level alignment and likely retention | 3 | 1 | Hands-on intent is clear, but recent founder and executive scope creates overqualification risk. |

Weighted result: 53 of 63 possible points = 84.1%, rounded to 84%.

## Hard/material gaps and caveats

1. Material overqualification and retention risk remains because Keith's recent scope includes founder and senior leadership roles.
2. Compensation is not disclosed, so alignment with Keith's target cannot be confirmed.
3. Pydantic AI and fine-tuning are not documented; the resume and cover letter do not claim them.
4. Exact Boston office cadence, applicant count, and travel are not disclosed.

## Full normalized job description

Topline Pro seeks a Boston-based Senior AI Engineer reporting to the VP of Engineering. The role builds AI agents and chat capabilities, production infrastructure and pipelines for real-time AI, prototypes and evaluates applications, iterates from user feedback, and contributes to product strategy. Requirements include 5+ years in AI/ML/NLP engineering; Python; preferred Django, React, and PostgreSQL; production RAG, embeddings, and vector databases; OpenAI and Anthropic APIs; prompting, fine-tuning, and evaluation; Pydantic AI, LangChain/LangGraph, or similar frameworks; end-to-end MLOps; cloud APIs and real-time processing; empowered Product/Design collaboration; and Agile Scrum experience. Compensation is not disclosed.

## Artifacts

- Resume: https://bit.ly/4i9hxEP
- Cover letter: https://bit.ly/4ycrJRy
- Direct resume: https://files.keithsteward.com/Topline_Pro/Keith_Steward_Senior_AI_Engineer_Topline_Pro_Resume.pdf
- Direct cover letter: https://files.keithsteward.com/Topline_Pro/Keith_Steward_Senior_AI_Engineer_Topline_Pro_Cover_Letter.pdf
- Google Drive used: No

## Validation

- Resume pages: 2
- Resume words: 986
- Cover-letter pages: 1
- Cover-letter words: 247
- Profile words: 75
- Technologies: 39
- PDF and public-link validation completed after generation.