/Companies

ReviewTailor

Techstars '24

Atlanta, US · Founded 2023 · 11 employees on LinkedIn · 1 known investors

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Atlanta HR tech startup building AI-assisted performance review and career-accomplishment tracking tools for employees, managers and HR.

Also known as Career Companion by ReviewTailor

Founders & leadership

ReviewTailor was founded in 2023 by Laneisha Roberts.

LRLaneisha Roberts
Laneisha RobertsCo-Founder & CEOLaneisha Roberts is co-founder of ReviewTailor, a company building technology to streamline performance management conversations.

Investors · 1

Techstarslisted by TechstarsBoulder · $220K

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Company profile

researched Sep 2026

ReviewTailor is an Atlanta-based HR technology company that builds performance management software intended to make performance reviews simple, automated and collaborative. The platform gives managers tools to track team progress, give feedback and make data-informed decisions; gives employees a place to document their work, set goals and see their career trajectory; and gives HR administrators visibility into where the company stands in the review cycle, along with reporting and trend identification. Performance notes are captured continuously by both employees and managers, and an AI-enabled drafting function generates a review draft in roughly six to eight seconds that can then be edited before it is finalized.

Alongside its B2B platform, the company launched a single-user option aimed at employees whose employers do not use ReviewTailor, allowing individuals to sign up, track their performance in real time and generate reviews they can share or transfer into their employer's own performance review module. More recently the company has promoted Career Companion by ReviewTailor, a product framed around professionals owning their career data — tracking accomplishments, quantifying impact and using that record to advocate for promotions and other opportunities. Career Companion is presented to four audiences: individual professionals, career coaches working with clients, professional development organizations serving members, and corporate employers offering it as an employee benefit.

The company positions equity in the workplace as a core objective, embedding features meant to prompt inclusive behaviors and performance management best practices and allowing a written review to be sent back for reconsideration in order to counter recency bias, halo/horn effects and affinity bias.

Founding story

Co-founder Laneisha Roberts spent her career in corporate leadership roles in the pharmaceutical industry, moved to Atlanta in 2016 and started a consumer app in 2018. Drawing on more than 13 years in people management, she had long tracked her own accomplishments in a spreadsheet for review season; when a manager wrote her review without that documentation and omitted key accomplishments, she used her own notes to argue successfully for a better rating and higher compensation. She connected with Kristin Bell, who had worked in HR for about a decade, through a mutual Facebook group, and after identifying a gap in HR tech for a better performance review platform the two began building ReviewTailor.

Business model

ReviewTailor sells performance management software in two forms: a business solution licensed to companies and a single-user offering purchased directly by individual employees. The company has also described distribution through career coaches, professional development organizations and corporate employers offering the Career Companion product as an employee benefit.

Paid software sold to companies as a business solution and to individuals through a single-user subscription offering; the company has secured paying customers of both.

Traction

Since the MVP launch in June 2023 the company completed a pilot study, secured paying customers for both its Business Solution and Single-User offering, approached 100 users, and was onboarding additional customers. It was accepted into the Atlanta Tech Village Pre-accelerator and then the Techstars Equitech Accelerator. The company's site cites use by professionals from Fortune 500 companies.

Latest developments

The company has been preparing a new B2C platform launch, recruiting a project manager to coordinate pre- and post-launch execution, and markets Career Companion by ReviewTailor to professionals, career coaches, professional development organizations and corporate employers.

▸Full profile — market position, technology, go-to-market, geography, history

Market position

ReviewTailor is one of a number of HR tech startups building in Atlanta, operating in a global human resource technology market whose spending was projected to grow from $24 billion in 2021 to $35 billion by 2028, with demand favoring AI-capable, cloud-based and secure tools.

The company cites a user-friendly interface and engagement features for easy adoption, embedded prompts for inclusive behavior and performance management best practices, and the ability to send a written review back for reconsideration to limit recency, halo/horn and affinity bias — a step it says competitors do not offer. It describes its single-user solution as the first of its kind, and its founding team as black queer women in a male-dominated industry.

Technology

An AI-enabled platform that collects ongoing performance notes from both employees and managers and generates a drafted review in roughly six to eight seconds from a single button press, which users can edit before finalizing. Reviews can be returned for reconsideration, and features are built in to prompt inclusive behaviors and performance management best practices.

Go-to-market

The business solution targets growing early-stage startups and small companies, with the stated aim of becoming embedded early in a company's culture-building phase. A self-serve single-user product reaches employees at firms that are not customers. The company has also used accelerator programs and Atlanta ecosystem events and networking for visibility, and markets Career Companion to coaches, professional development organizations and employers as a benefit.

Growing early-stage startups and small companies for the business solution; individual employees, including those at companies that do not use ReviewTailor, for the single-user product; and career coaches, professional development organizations and corporate employers for Career Companion.

Geography

Headquartered in Atlanta, Georgia, United States, with remote US-based roles posted. The company draws on the Atlanta startup ecosystem, including Atlanta Tech Village and Techstars.

History

The founders connected in 2020 through a mutual Facebook group and began discussing workplace pain points. They started building ReviewTailor in February 2023 and completed the MVP in mid-2023, immediately beginning a first pilot program inside a company. The team went through the Atlanta Tech Village Pre-accelerator and was subsequently accepted into the Techstars Equitech Accelerator, whose managing director is Adam H. Phillips. The company later expanded from its B2B platform to a single-user product and then to the Career Companion offering, and has recruited for a project manager to support a new B2C platform launch.

Compiled by commissioned research from 7 cited public sources — announcements, filings, and press listed under research sources below.

Key figures

latest reported
AI review draft generation timeJan 2023approximately 6 to 8 seconds
Combined founder experience in talent development, HR and corporate operationsJan 202525 years
HeadcountAug 202611
UsersJan 2023100 users

Company-reported or press-reported figures, each dated to when it was claimed — not independently audited.

Timeline · 5

launches, deals, and filings
Jan 2025
Career Companion by ReviewTailor

The company markets Career Companion, a career-data and accomplishment-tracking product for professionals, career coaches, professional development organizations and corporate employers, and has prepared a new B2C platform launch.

source ↗

Jun 2023
MVP launch

ReviewTailor launched its MVP; a first pilot program inside a company began immediately after the MVP was completed.

source ↗

Jan 2023
Accepted into Atlanta Tech Village Pre-accelerator

source ↗

Jan 2023
Accepted into Techstars Equitech Accelerator

ReviewTailor was accepted into the Techstars Equitech Accelerator, whose managing director is Adam H. Phillips; the company is described as Techstars-backed.

source ↗

Jan 2023
Single-user solution launched

The company launched a single-user option allowing individual employees at companies that do not use ReviewTailor to track performance in real time and generate their own reviews.

source ↗

Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.

▸Research sources · 7

primary sources listed

7 public sources were cited for this profile; the first-party ones are listed here.

Frequently asked questions

What does ReviewTailor do?
Atlanta HR tech startup building AI-assisted performance review and career-accomplishment tracking tools for employees, managers and HR.
Who founded ReviewTailor?
ReviewTailor was founded by Laneisha Roberts in 2023.
Who are ReviewTailor's investors?
ReviewTailor's investors include Techstars.
Where is ReviewTailor headquartered?
ReviewTailor is headquartered in Atlanta, US.