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# Full-Stack Engineer, AI Platform

Review the role, location requirements, compensation details, and application process before deciding whether this opportunity fits your next career move.

[Apply for this job](#job-application)[View company](https://jobicy.com/company/thumbtack.md)ShareRemote from[USA](https://jobicy.com/job-region/usa.md)SalaryUSD 151,300–229,900 / yrDepartment[Software Engineering](https://jobicy.com/categories/engineering.md)EmploymentFull TimeExperienceOpen levelPublished31 Oct 2026Apply before30 Nov 2026Listing views65Application actions5Application toolkit

## Make your next move.

Prepare your resume, explore your fit, and draft a cover letter for this opportunity.

AI Summary

## The role, at a glance.

Thumbtack is seeking a Full-Stack Engineer to build internal product surfaces and services for an AI-enabled business platform. The role focuses on interfaces for configuring agents, reviewing and correcting agent actions, and making automated behavior observable and auditable. The engineer will own end-to-end delivery across React, TypeScript, backend services, and data models while partnering directly with business stakeholders. Success requires strong product judgment, comfort with ambiguity, and an ability to design reliable workflows around non-deterministic AI systems.

## Role DNA

A quick view of the complexity, pace, ownership and collaboration implied by the job description.

### Job Complexity

4/5EasyHard

### Pace & Pressure

4/5RelaxedFast-paced

### Autonomy Level

5/5GuidedFull ownership

### Communication Load

4/5IndependentCollaborative

AI insightThis is a technically demanding end-to-end engineering role involving AI-agent reliability, observability, complex user workflows, and multiple backend technologies. The engineer is expected to independently turn ambiguous operational needs into production software and improve it after launch.

## Salary analysis

Estimated compensation compared with the broader US market for similar roles.

Estimated job median (per year)Highly competitive$190,600US market range (per year)$155k–$225k0$247.50k

AI insightThe yearly pay period is inferred from the job context; it was not explicitly stated by the employer. The employer discloses location-based expected total cash compensation of $151,300–$229,900 USD. The posting does not explicitly state a pay cadence, so yearly compensation is inferred from the compensation levels, US location, and full-time software-engineering context. A reasonable estimated US annual market range for this AI-focused full-stack engineering role is $155,000–$225,000 USD.

## Core skills

Skills and capabilities most closely associated with this opportunity.

[React](https://jobicy.com/jobs?search_keywords=React.md)[TypeScript](https://jobicy.com/jobs?search_keywords=TypeScript.md)[Full-stack development](https://jobicy.com/jobs?search_keywords=Full-stack%20development.md)[Go](https://jobicy.com/jobs?search_keywords=Go.md)[Python](https://jobicy.com/jobs?search_keywords=Python.md)[PHP](https://jobicy.com/jobs?search_keywords=PHP.md)[PostgreSQL](https://jobicy.com/jobs?search_keywords=PostgreSQL.md)[DynamoDB](https://jobicy.com/jobs?search_keywords=DynamoDB.md)[API design](https://jobicy.com/jobs?search_keywords=API%20design.md)[AI agent systems](https://jobicy.com/jobs?search_keywords=AI%20agent%20systems.md)[Observability](https://jobicy.com/jobs?search_keywords=Observability.md)[Data modeling](https://jobicy.com/jobs?search_keywords=Data%20modeling.md)[Workflow automation](https://jobicy.com/jobs?search_keywords=Workflow%20automation.md)[Software testing](https://jobicy.com/jobs?search_keywords=Software%20testing.md)[Product discovery](https://jobicy.com/jobs?search_keywords=Product%20discovery.md)

Sample interview questionsHow would you design an interface for business users to configure what an AI agent is allowed to do?I would begin by identifying actions, permissions, risk levels, and approval requirements with users. I would provide clear policy controls, safe defaults, previews of intended actions, and an audit trail so users can understand and revise agent behavior without needing to edit code.

What observability would you build for a non-deterministic AI workflow?

I would capture inputs, model and prompt versions, tool calls, outputs, approval decisions, failures, latency, and user corrections. I would pair structured logs and trace IDs with evaluation datasets and dashboards that make regressions and behavior changes measurable.

Describe how you would approach an ambiguous request from an operations team.

I would clarify the user outcome, map the current workflow, identify failure points, and define the smallest useful version of the solution. I would validate assumptions with stakeholders, document trade-offs, and use feedback from an early release to guide subsequent iterations.

How do you decide whether a feature should be implemented in the frontend, backend, or both?

I place interaction state and presentation concerns in the frontend, while keeping authorization, business rules, durable workflow state, and sensitive operations on the backend. I use explicit API contracts so the interface remains responsive without compromising consistency or security.

How would you handle partial failures when an agent performs several connected business actions?

I would model each action as an observable step with idempotency protections, clear status reporting, and retry rules. For irreversible or high-risk actions, I would require approval or provide compensation paths, allowing users to correct a failed sequence safely.

Opportunity details

## About this role.

### Thumbtack helps millions of people confidently care for their homes.

Thumbtack is the one app you need to take care of and improve your home — from personalized guidance to AI tools and a best-in-class hiring experience. Every day in every county of the U.S., people turn to Thumbtack to complete urgent repairs, seasonal maintenance and bigger improvements. We help homeowners know which projects to do, when to do them and who to hire from our growing community of 300,000 local service businesses. If making an impact inspires you, join us. Imagine what we’ll build together.

### About the Business Applications Team

The Business Applications org builds and operates the internal systems that keep Thumbtack running at scale: Salesforce-centered workflows, admin tooling, and the integrations that connect teams across the company. We’re now expanding that foundation into a broader internal platform for AI-enabled work — shared APIs, reusable integration patterns, and safe, auditable capabilities for business-critical actions. We work directly with the business teams who depend on these systems, turning complex operational needs into software that’s easier to run, extend, and automate responsibly.

### The challenge

Agents can already take action inside Thumbtack’s internal systems. The harder problem is making that trustworthy: giving business teams a way to configure what agents are allowed to do, review and correct their work, and see clearly what happened and why. Without that, automation stays stuck in pilots. This engineer owns the product surface that turns agent capability into something teams will actually rely on for business-critical work — and the services behind it.

### What you’ll do

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Design and build the interfaces business teams use to configure agents, review their work, approve or correct actions, and understand what happened and why.

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Build observability and evaluation tooling that makes agent behavior legible — where it succeeded, where it failed, and whether a change made things better.

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Work across the stack, from React and TypeScript through service code and data models, owning features end to end through build, test, launch, and iteration.

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Partner directly with the business teams who use what you build; translate ambiguous operational problems into working software.

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Own the full lifecycle of your work, including monitoring and post-launch improvement.

### In order to be successful, you must bring

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3+ years of professional software engineering experience.

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Strong frontend skills with React and TypeScript, including complex application state and data-dense interfaces.

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Solid backend engineering ability. We use Go, PHP, and Python, and we expect strong engineers to pick up a new language.

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Working knowledge of relational and non-relational data stores (Postgres, DynamoDB, or similar).

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Real product judgment: you can look at a workflow, decide what to build, and say what to cut.

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Interest in the problems that come with non-deterministic systems — uncertainty, partial failure, and designing for human correction rather than assuming a correct answer every time.

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Proven ability to navigate ambiguity, close your own knowledge gaps, and deliver in an evolving environment.

### Expected salary ranges

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For candidates living in San Francisco / Bay Area, San Jose, New York City, or Seattle metros, the expected total cash compensation (base salary + variable pay, if applicable) range for the role is currently $177,700.00 – $229,900.00.

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For candidates living in Austin, TX or Washington DC metros or in California, Massachusetts, New Jersey, or Washington states, the expected total cash compensation (base salary + variable pay, if applicable) range for the role is currently $159,800.00 – $206,800.00.

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For candidates living in all other US locations, the expected total cash compensation (base salary + variable pay, if applicable) range for the role is currently $151,300.00 – $195,800.00.

Actual offered salaries will vary and will be based on various factors, such as calibrated job level, qualifications, skills, competencies, and proficiency for the role.

Thumbtack embraces diversity. We are proud to be an equal opportunity workplace and do not discriminate on the basis of sex, race, color, age, pregnancy, sexual orientation, gender identity or expression, religion, national origin, ancestry, citizenship, marital status, military or veteran status, genetic information, disability status, or any other characteristic protected by federal, provincial, state, or local law. We also will consider for employment qualified applicants with arrest and conviction records, consistent with applicable law.

Thumbtack is committed to working with and providing reasonable accommodation to individuals with disabilities. If you would like to request a reasonable accommodation for a medical condition or disability during any part of the application process, please contact: [recruitingops@thumbtack.com](mailto:recruitingops@thumbtack.com).

For information about how Thumbtack collects, uses, and shares personal information about job applicants, please see our [Job Applicant Privacy Policy](https://www.thumbtack.com/job-applicant-privacy-policy).

We put as much craftsmanship into candidate safety as we do into the hiring experience itself. While scammers may try to impersonate our team, we’ll never ask you for money, banking info, or SSNs during hiring. [Check out our blueprint on how to spot the fakes.](https://careers.thumbtack.com/recruiting-scams)

Show more

[Apply now >](https://jobicy.com/jobs/158260-full-stack-engineer-ai-platform.md)

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