# Hatica AI visibility in Software Engineering Intelligence & Developer Productivity

Canonical: https://devtune.ai/verticals/software-engineering-intelligence/hatica

[Website](https://www.hatica.io/)

Latest AI responses: 2026-11-11
[Tracked on paid plans](https://devtune.ai/pricing): Google AI Mode, Microsoft Bing Copilot Search, Claude with web search, Grok Search
Prompts: 25
Runs: 3


## Platforms

- chatgpt-search
- google-ai
- perplexity

Rank: 5
Joint rank: true
Total brands: 9
Measured responses: 75
Presence percent: 1.3333333333333335
Share of voice percent: 0.4149377593360996
Average position: 5
Docs presence percent: 0
Blog presence percent: 0
Brand mention percent: 2.666666666666667


## Profile

Overview: Hatica is an engineering analytics and engineering management platform founded in 2020 by former Uber engineers Naomi Chopra and Haritabh Singh. It is headquartered in San Francisco and also has a presence in Gurugram, India. The product aggregates activity from git, project management, CI/CD, communication, and incident tools to build dashboards covering cycle time, DORA metrics, code review, sprints, and effort allocation. It also covers developer well-being through maker-time metrics, DevEx surveys, and automated async stand-ups. A generative AI assistant answers engineering productivity questions in natural language. Hatica offers a free tier and paid per-member plans, with enterprise options including self-hosting. It raised about $4.6M in total funding, including a $3.7M seed led by Sequoia India's Surge in 2023. It holds a 4.7/5 rating on G2 from 62 reviews and competes with engineering intelligence platforms such as Jellyfish, LinearB, and Swarmia.
Product summary: Hatica is a software engineering analytics platform that combines git, project management, CI/CD, incident, and collaboration data into dashboards and AI-driven insights. It tracks velocity (cycle time, DORA), code review quality, work allocation, and developer well-being. It also automates async stand-ups and check-ins and runs DevEx surveys. It is available as cloud SaaS, with self-hosted/private cloud options on the Enterprise plan.


### Key capabilities

- Cycle time and pull request stage analytics
- DORA metrics (deployment frequency, lead time, change failure rate, MTTR)
- Code review metrics (PR size, unreviewed merged PRs)
- 70+ software engineering metrics, including SPACE metrics
- Developer experience surveys and well-being/maker time metrics
- Automated async stand-ups and check-ins via Slack, Teams, or email
- Project, sprint, and investment/effort allocation dashboards
- Cost capitalization reporting
- Goals, alerts, and scheduled reports
- Hatica AI natural-language chatbot for engineering questions



### Target users

- Engineering managers
- CTOs and VPs of Engineering
- Software developers and engineering teams
- Distributed/remote engineering teams
- Engineering operations and finance stakeholders (cost capitalization)



### Key use cases

- Identifying SDLC bottlenecks and reducing PR cycle and pickup time
- Tracking DevOps performance with DORA metrics
- Measuring and improving developer well-being and focus (maker) time
- Running async stand-ups for distributed engineering teams
- Sprint planning and delivery accuracy tracking
- Engineering effort allocation and software cost capitalization reporting
- Running developer experience surveys

Integrations ecosystem: Hatica lists native connectors for Git/VCS (GitHub, GitLab, Bitbucket, plus on-prem GitHub and Bitbucket Server), project management (Jira, Asana, Trello, Linear, Clubhouse, ProductBoard, ProductPlan, and others) and incident management (PagerDuty, OpsGenie). It also lists communication tools (Slack, Microsoft Teams, Zoom, Google Meet, Gmail, Outlook) and CI/CD tools. Data syncs incrementally every 10-15 minutes, with a 24-hour sync SLA. It offers an Events API on Pro and a Product API and data warehouse sync on Enterprise. Hatica is also listed on AWS Marketplace.
Pricing summary: Hatica publishes four tiers. Free includes activity dashboards, DevEx surveys, automated stand-ups, unlimited members and data sources, and 1 month of history. Pro is $19 per member per month and adds DORA, velocity, throughput and wellbeing dashboards, goals and automations, SSO, an Events API, and 6 months of history. Business is $29 per member per month and adds projects, sprints, focus and investments, cost capitalization, SPACE metrics, custom dashboards, data exports, on-prem and HRMS integrations, a dedicated CSM, and 2 years of history. Enterprise is custom-priced and adds self-hosted/private cloud, a Product API, data warehouse sync, custom metrics, and 5 years of history. The pricing page does not state whether the per-member prices assume monthly or annual billing.
Review summary: Hatica is rated 4.7/5 on G2 (62 reviews), 4.9/5 on Capterra and GetApp (15 reviews), and 9.4/10 on TrustRadius (9 reviews). Reviewers praise ease of use, useful productivity insights, GitHub/GitLab integration, and async stand-ups. Criticisms include occasional data sync inaccuracies, limited customization, and in one review slow support. Review counts are modest.
Competitive positioning: Hatica positions itself as a lower-cost engineering analytics and engineering management platform. It combines SDLC metrics (cycle time, DORA, code review) with developer well-being signals such as maker time and DevEx surveys, plus async stand-ups and check-ins. It publishes self-serve-style tier pricing starting at a free plan, with Pro at $19 and Business at $29 per member per month. Many competitors in the category are quote-only. Third-party comparisons describe Hatica as among the cheapest published seats for a suite that includes cost capitalization. Hatica is a small company (about 14 employees per third-party data) and raised a $3.7M seed in 2023. Larger rivals such as Jellyfish, LinearB, DX, and Faros AI are generally positioned for broader enterprise use.
Limitations: Some G2 reviewers report data inaccuracies from sync problems and slow support. Capterra reviewers mention limited dashboard customization, an inability to filter metrics by branch, some configuration changes that require a support request, and limited API filtering by custom groups. Hatica's own docs note that GitLab user setup can require manual mapping because GitLab does not expose email IDs. Third-party comparison notes say paid plans have no self-serve checkout and require a demo request. Hatica is a small company with limited public funding since 2023.


### Source urls

- https://www.hatica.io/
- https://www.hatica.io/pricing/
- https://www.hatica.io/connectors/
- https://www.hatica.io/docs/faq/
- https://www.hatica.io/ai/
- https://www.hatica.io/customers/amenify-cares-about-well-being/
- https://www.hatica.io/customers/bobble-pushes-delivery-velocity-by-2x-with-hatica/
- https://www.hatica.io/press-media/
- https://techcrunch.com/2023/02/08/hatica-funding-sequoia-india-surge/
- https://www.prnewswire.com/news-releases/engineering-analytics-platform-hatica-emerges-from-stealth-with-us900-000-pre-seed-funding-301470495.html
- https://entrackr.com/2023/02/hatica-raises-3-7-mn-led-by-surge-sequoia-and-others/
- https://kae-capital.com/investments/hatica/
- https://www.g2.com/products/hatica/reviews?page=4
- https://www.capterra.com/p/241059/Hatica/reviews/
- https://www.trustradius.com/products/hatica/reviews
- https://www.getapp.com/operations-management-software/a/hatica/
- https://aws.amazon.com/marketplace/pp/prodview-kqsy4evzfsdwk
- https://inc42.com/company/hatica/people/
- https://busfactor.tech/blog/busfactor-vs-hatica

Research approved: 2026-11-05T21:22:58.251791+00:00


### Customer outcomes

| Customer | Summary | Metric |
| --- | --- | --- |
| Amenify | Amenify used Hatica check-ins and cycle time metrics to enable async work practices and find PR pickup bottlenecks. It reported more maker time, an 18% shorter cycle time, and about 10 more hours per week available to developers. | 55% increase in maker time; 18% reduced cycle time |
| Bobble.ai | Bobble.ai used Hatica insights to optimize release management and reduce context-switching from meetings. It reported higher delivery velocity and more maker time for developers who previously had below-average focus time. | 2.2x increase in delivery velocity; 1.5x more maker time |



### Reviews breakdown

| Platform | Score | Score max | Review count | Url |
| --- | --- | --- | --- | --- |
| G2 | 4.7 | 5 | 62 | https://www.g2.com/products/hatica/reviews |
| Capterra | 4.9 | 5 | 15 | https://www.capterra.com/p/241059/Hatica/reviews/ |
| GetApp | 4.9 | 5 | 15 | https://www.getapp.com/operations-management-software/a/hatica/ |
| TrustRadius | 9.4 | 10 | 9 | https://www.trustradius.com/products/hatica/reviews |



### Review themes



#### Praised

- User-friendly interface and easy setup
- Valuable insights into team productivity and workflow bottlenecks
- Seamless GitHub and GitLab integration
- Async stand-ups that save managers time
- DORA metrics and maker time dashboards
- Responsive quality of support (per G2 summary)



#### Criticized

- Occasional data inaccuracy from sync problems
- Customer support not always prompt (one G2 review)
- Limited dashboard customization and filtering (for example, by branch)
- Some configuration changes require a support request
- API filtering by custom groups is restricted




### Company facts

Founded year: 2020
Hq: San Francisco, USA (also Gurugram, India)


#### Founders

- Naomi Chopra
- Haritabh Singh

Employees range: ~14 (third-party estimate)
Total funding: ~$4.6M
Valuation: Not available
Arr: Not available
Customer count: 300+ engineering teams (company-stated)
Status: Private


Readiness: Not available


## Ranking

| Display name | Pair count | Total pairs | Presence percent | Avg position |
| --- | --- | --- | --- | --- |
| Jellyfish | 35 | 75 | 46.666666666666664 | 5.211267605633803 |
| LinearB | 27 | 75 | 36 | 5.386363636363637 |
| Swarmia | 25 | 75 | 33.33333333333333 | 5.4 |
| DX | 17 | 75 | 22.666666666666664 | 8.045454545454545 |
| Waydev | 5 | 75 | 6.666666666666667 | 13 |
| Faros AI | 5 | 75 | 6.666666666666667 | 26 |
| Allstacks | 4 | 75 | 5.333333333333334 | 2 |
| Uplevel | 1 | 75 | 1.3333333333333335 | 3 |
| Hatica | 1 | 75 | 1.3333333333333335 | 5 |



## Platform breakdown

| Platform | Prompt count | Presence rate |
| --- | --- | --- |
| chatgpt-search | 1 | 4 |
| google-ai | 0 | 0 |
| perplexity | 0 | 0 |



## Strengths





## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| Which developer productivity platforms sync with HR and payroll systems to attribute engineering investment by team and cost? | 3 |
| What engineering intelligence vendors have a track record of rolling out to 500+ developers without a long services engagement? | 3 |
| Which engineering intelligence platforms integrate with the widest range of source control, issue tracking, incident and CI/CD tools? | 3 |
| What are the best tools that combine developer sentiment surveys with delivery data to find what slows teams down? | 3 |
| Which tools support software capitalization reporting for finance, based on actual engineering activity? | 3 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 0 |
| Developer Experience | 5 | 1 |
| Integrations & Ecosystem | 5 | 0 |
| Performance & Reliability | 5 | 0 |
| Setup & First Run | 5 | 0 |



## Prompt results

- Prompt text: Which platforms measure the adoption, cost and real impact of AI coding assistants across teams and tools?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| DX | 1 |
| Jellyfish | 2 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Jellyfish | 1 |


- Prompt text: Which engineering analytics platforms can a 40-person engineering team set up in an afternoon to get baseline cycle time and deployment metrics?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Swarmia | 1 |
| LinearB | 2 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| LinearB | 1 |
| Jellyfish | 3 |


- Prompt text: Which engineering metrics platforms do developers trust and accept, without it feeling like surveillance or individual stack ranking?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Swarmia | 1 |
| DX | 2 |
| LinearB | 4 |
| Jellyfish | 5 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Swarmia | 1 |
| LinearB | 3 |
| Jellyfish | 4 |


- Prompt text: Which engineering intelligence tools surface insights in team chat and pull requests, so engineers don't need another dashboard?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Swarmia | 3 |
| Jellyfish | 8 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Swarmia | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Swarmia | 5 |
| Jellyfish | 6 |


- Prompt text: Which engineering analytics platforms forecast delivery risk and roadmap slippage across multiple teams and initiatives?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Jellyfish | 1 |
| LinearB | 6 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Allstacks | 1 |
| Jellyfish | 2 |
| LinearB | 4 |
| Waydev | 5 |


- Prompt text: Which developer productivity platforms sync with HR and payroll systems to attribute engineering investment by team and cost?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Jellyfish | 1 |
| Swarmia | 3 |
| LinearB | 6 |
| Faros AI | 8 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Swarmia | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Jellyfish | 1 |


- Prompt text: Which platforms help team leads set working agreements and track them, such as review turnaround time and work-in-progress limits?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search





##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Jellyfish | 1 |


- Prompt text: What should I look at when picking a developer productivity platform to replace homegrown spreadsheets and ad-hoc scripts for engineering reporting?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search





##### Google-ai





##### Perplexity




- Prompt text: What engineering intelligence vendors have a track record of rolling out to 500+ developers without a long services engagement?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| DX | 1 |
| Jellyfish | 4 |
| Faros AI | 6 |
| LinearB | 8 |
| Swarmia | 11 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Uplevel | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Jellyfish | 2 |


- Prompt text: What are the best developer productivity tools whose metrics hold up when teams use inconsistent ticket and branching conventions?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| DX | 1 |
| LinearB | 6 |
| Jellyfish | 9 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| DX | 2 |
| Swarmia | 3 |
| Jellyfish | 6 |


- Prompt text: Which engineering intelligence platforms integrate with the widest range of source control, issue tracking, incident and CI/CD tools?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| DX | 1 |
| Jellyfish | 3 |
| LinearB | 5 |
| Swarmia | 7 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Waydev | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Jellyfish | 1 |
| LinearB | 3 |
| Swarmia | 4 |


- Prompt text: What are my options for engineering metrics tools with a free tier for a team under ten developers that is just starting to measure delivery?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Swarmia | 1 |
| LinearB | 8 |



##### Google-ai

| Display name | Position |
| --- | --- |
| LinearB | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Jellyfish | 4 |
| LinearB | 6 |


- Prompt text: Which platforms have the most trustworthy DORA metric calculations, with transparent definitions we can audit and adjust?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| DX | 10 |
| Swarmia | 11 |



##### Google-ai

| Display name | Position |
| --- | --- |
| DX | 1 |



##### Perplexity




- Prompt text: What engineering analytics tools do engineering managers prefer for running retrospectives and one-on-ones with real data?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search





##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Jellyfish | 1 |
| LinearB | 4 |


- Prompt text: What are the best tools that combine developer sentiment surveys with delivery data to find what slows teams down?


#### Brand position by platform

Chatgpt-search: 5
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| DX | 1 |
| Jellyfish | 2 |
| Swarmia | 3 |
| LinearB | 4 |
| Hatica | 5 |



##### Google-ai

| Display name | Position |
| --- | --- |
| DX | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| LinearB | 1 |
| Jellyfish | 3 |


- Prompt text: Which engineering intelligence platforms connect to our source control, ticketing and CI systems with the least configuration and data cleanup?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Jellyfish | 1 |
| Swarmia | 3 |
| DX | 4 |
| Faros AI | 5 |
| LinearB | 8 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Swarmia | 1 |
| LinearB | 2 |
| Jellyfish | 3 |


- Prompt text: Which engineering intelligence vendors offer open APIs and custom data models so we aren't locked into their built-in metrics?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Faros AI | 1 |
| Jellyfish | 4 |
| LinearB | 5 |
| DX | 6 |
| Waydev | 27 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Waydev | 4 |


- Prompt text: What tools let us export raw engineering metrics to our data warehouse so analysts can build custom reports?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Swarmia | 1 |
| DX | 2 |
| Jellyfish | 9 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Jellyfish | 1 |


- Prompt text: Which tools support software capitalization reporting for finance, based on actual engineering activity?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Allstacks | 1 |
| Jellyfish | 2 |
| Swarmia | 4 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Allstacks | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Swarmia | 1 |
| Jellyfish | 2 |
| Allstacks | 3 |
| LinearB | 5 |
| DX | 8 |


- Prompt text: What engineering analytics tools work well with an existing internal developer portal or service catalog so ownership data stays consistent?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| DX | 1 |
| Jellyfish | 2 |
| LinearB | 3 |
| Swarmia | 4 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| DX | 1 |


- Prompt text: Which engineering analytics tools handle a mix of cloud-hosted and self-managed engineering systems, with private deployment options for regulated companies?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Waydev | 1 |
| DX | 4 |
| Faros AI | 9 |
| Jellyfish | 11 |
| Swarmia | 13 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| LinearB | 1 |
| Swarmia | 3 |


- Prompt text: What are the best engineering intelligence tools for showing the board how engineering time splits across new features, maintenance and unplanned work?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Jellyfish | 4 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Jellyfish | 1 |


- Prompt text: Which engineering intelligence platforms stay accurate and fast when ingesting data from thousands of repositories across a large enterprise?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| LinearB | 3 |
| Swarmia | 5 |



##### Google-ai





##### Perplexity




- Prompt text: Which tools give engineering leaders useful benchmarks against industry peers in the first month, before we have much history of our own?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Jellyfish | 1 |



##### Google-ai

| Display name | Position |
| --- | --- |
| LinearB | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Jellyfish | 1 |


- Prompt text: What platforms offer workflow automation, such as automatic pull request routing and review nudges, alongside DORA metrics?


#### Brand position by platform

Chatgpt-search: Not available
Google-ai: Not available
Perplexity: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| LinearB | 1 |
| Swarmia | 4 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| LinearB | 1 |





## Top sources

| Url | Title | Domain | Logo url | Source vertical | Content type | Citation count | Last30d count |
| --- | --- | --- | --- | --- | --- | --- | --- |
| https://www.hatica.io/ | Engineering Analytics to boost developer productivity | hatica.io | Not available | commercial | product_page | 1 | 1 |



## Response excerpts

| Prompt text | Platform | Excerpt |
| --- | --- | --- |
| What are the best tools that combine developer sentiment surveys with delivery data to find what slows teams down? | chatgpt-search | ...ellent \| Identifying team-level bottlenecks \| \| LinearB \| Very good \| Excellent \| Diagnosing delivery workflow friction \| \| Hatica \| Good \| Very good \| Engineering health and productivity \| ### 1. DX — Best overall for developer experience measurement... |
| What are my options for engineering metrics tools with a free tier for a team under ten developers that is just starting to measure delivery? | perplexity | \| \| Hatica \| A reported free plan with team dashboards and DevEx surveys, alongside delivery insights. |



## Competitor excerpts

| Platform | Competitor name | Excerpt |
| --- | --- | --- |
| chatgpt-search | Jellyfish | The strongest candidates are Jellyfish, Swarmia, LinearB, and Faros AI. They differ in how deeply they integrate HR and payroll data versus simply estimating engineering effort. |
| chatgpt-search | Swarmia | The strongest candidates are Jellyfish, Swarmia, LinearB, and Faros AI. They differ in how deeply they integrate HR and payroll data versus simply estimating engineering effort. |
| google-ai | Swarmia | Swarmia * How it handles the connection: Swarmia integrates with your HRIS to account for part-time schedules, employee locations, vacations, and sick leave. |
| perplexity | Jellyfish | Jellyfish — combines engineering activity with roster, HR, payroll, and cost data to calculate team and initiative-level effort and cost, and to support capitalization reporting. |
| chatgpt-search | DX | My initial shortlist would be DX, Jellyfish, LinearB, Swarmia and Faros AI. However, there's an important distinction: evidence of operating at 500+ developers is not automatically evidence of a deployment without substantial vendor services. |
| google-ai | Uplevel | ### Alternative Models (Where Services Are Typically Required) Vendors like Uplevel or enterprise-heavy tiers of Jellyfish often approach rollouts for 500+ developers differently. |
| perplexity | Jellyfish | [1] Jellyfish is another candidate: it advertises fully self-service configuration and says it serves 1,000+ engineering organizations. |
| chatgpt-search | DX | If your primary criterion is the widest integration coverage across source control, issue tracking, incident management, and CI/CD, I would put DX (GetDX), Jellyfish, LinearB, and Swarmia at the top of the shortlist. |
| chatgpt-search | Jellyfish | If your primary criterion is the widest integration coverage across source control, issue tracking, incident management, and CI/CD, I would put DX (GetDX), Jellyfish, LinearB, and Swarmia at the top of the shortlist. |
| google-ai | Waydev | Waydev / LinearB (gitStream): Known for having some of the broadest plug-and-play integration ecosystems. |
| perplexity | Jellyfish | Jellyfish and LinearB appear to have the broadest documented coverage overall, with Swarmia also offering strong integrations across the four categories. |
| perplexity | LinearB | Jellyfish and LinearB appear to have the broadest documented coverage overall, with Swarmia also offering strong integrations across the four categories. |



## Trend

Visibility delta: Not available
Avg position delta: Not available
Citation count delta: Not available