MuffinLabs
MuffinLabs is a boutique AI/ML and software engineering consultancy founded circa 2023 by Eric Garcia, PhD, delivering production-grade machine learning, computer vision, MLOps, and data engineering services to enterprise clients across biotech, fintech, SaaS, subscription, and government verticals.
- Company typePrivate
- Founded2023
- HeadquartersSt. Petersburg, United States
- Headcount1–10
- GTM typeB2B
- OfferingServices
What MuffinLabs does
MuffinLabs is a boutique AI/ML and software engineering consultancy headquartered in St. Petersburg, Florida, founded circa 2023 by Eric Garcia, PhD (University of Washington, 2010). The firm delivers production-grade machine learning systems to enterprise clients, with services organized across four pillars: AI/ML Engineering, Software Development, Data Engineering, and Technical Strategy. Within AI/ML, the company offers end-to-end capabilities including custom model development and training, computer vision (object detection, segmentation, biotech and medical imaging, video processing, and edge deployment on AWS and NVIDIA platforms), MLOps pipelines (CI/CD for ML, model versioning, feature stores, automated retraining, A/B testing), evaluation frameworks, and production monitoring. The firm also operates a content channel — an ML engineering blog authored by the founder — and is developing SkyNewt, an open-source computer vision workflow toolkit for AWS with spot-instance cost optimization and audit-trail features targeted at regulated industries.
The company targets enterprises across five verticals: Biotech and Life Sciences (primary, including HIPAA-compliant ML, drug discovery, and biotech imaging), Financial Services and Fintech, B2B SaaS, Subscription Businesses, and Government/Federal (including FedRAMP and air-gapped deployments). It markets itself as serving major US technology hubs — Boston, New York, San Francisco, Seattle, and Washington DC — through direct enterprise outreach, with one disclosed active customer (Cultivarium, in biotech imaging) and references to past engagements via the founder's prior tenure at Spotify (acquired Preact in 2016).
MuffinLabs generates revenue through professional services engagements priced using a deliverable-based Fair Market Value (FMV) methodology, benchmarked against median market rates from Glassdoor, ZipRecruiter, and similar sources; example projects (e.g., a $25,325 inventory forecasting dashboard) are published as transparent task-and-skill breakdowns. It also offers $200/hour consultation sessions (30 minutes, 1 hour, or 2 hours) and states multi-year contract terms. The firm is privately held, founder-owned, has no disclosed external funding, no public revenue figures, and operates with 1-10 employees.
MuffinLabs firmographics
Firmographics- Name
- MuffinLabs
- Legal name
- Muffin Labs
- Website
- https://muffinlabs.ai
- Company type
- Private
- Founded year
- 2023
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- MuffinLabs is a boutique AI/ML and software engineering consultancy founded circa 2023 by Eric Garcia, PhD, delivering production-grade machine learning, computer vision, MLOps, and data engineering services to enterprise clients across biotech, fintech, SaaS, subscription, and government verticals.
- Ownership category
- akta.pro rank
MuffinLabs industry classification
Industry- Product category
- AI/ML Engineering Consulting
- NAICS
- Other Scientific and Technical Consulting Services (54169), Computer Systems Design and Related Services (54151)
- akta.pro primary industry
- AI/ML Solution Integration & MLOps Enablement (BPAEAAAJ)
- akta.pro secondary industries
- MLOps/LLMOps & Model Lifecycle Management Services (BPAEAHAH), End-to-End MLOps & ML Platform Suites (HDAAABAA), Data Science, Machine Learning & AI (Modeling, MLOps, GenAI) (EDABAFAE)
Keywords
Where MuffinLabs is headquartered
LocationHeadquarters
- HQ city
- St. Petersburg
- HQ country
- United States
- HQ region
- North America
Markets served
MuffinLabs business model
Business model- GTM type
- B2B
- Offering type
- Services
- Cost components
- Personnel, Operations, Technology or R&D, Marketing or Sales, Others
Revenue model
- ML & Computer Vision Consulting: Deliverable-based consulting engagements priced using Fair Market Value (FMV) methodology. Projects include AI/ML engineering, software development, data engineering, and technical strategy. Bug fixes included with satisfaction guarantee.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Outcome Based/ Performance | Multi-year contract | Deliverable-Based Pricing with FMV Methodology |
| Other | Pay-as-you-go | Consultation Sessions |
Go-to-market motion1 record
Distribution channels2 records
Marketing channels3 records
MuffinLabs product offering
Product offeringCore offering
MuffinLabs is a boutique AI and machine learning engineering consultancy that designs, builds, and deploys production-grade ML systems for enterprise clients. The firm provides AI/ML consulting, software development, data engineering, and technical strategy services, with a specialization in computer vision, model development and training, MLOps pipelines, and production monitoring. Eric Garcia leads client engagements end-to-end, moving projects from ideation through evaluation frameworks and into live production systems.
Product overview
MuffinLabs is a consulting company offering four service areas: AI/ML Engineering, Software Development, Data Engineering, and Technical Strategy. The core offering is AI/ML Engineering & Consulting, which encompasses sub-products including Computer Vision & Image Analysis, Model Development & Training, MLOps & Deployment Pipelines, Evaluation Frameworks, and Production Monitoring. These are delivered together as an integrated consulting engagement to take ML projects from prototype to production. The company also offers Software Development, Data Engineering, and Technical Strategy as complementary service offerings. Additionally, MuffinLabs has developed an open-source product called SkyNewt for scaling computer vision workflows on AWS. Pricing is deliverable-based with Fair Market Value methodology, and consultation services are offered at $200/hour.
Differentiator
Problem solved
Functional benefit
Products and services
- AI/ML Engineering & Consulting End-to-end AI/ML consulting and engineering engagement that takes enterprise clients from ideation through production deployment, including computer vision and image analysis, model development and training, MLOps and deployment pipelines, evaluation frameworks, and production monitoring and iteration. Targeted at organizations in biotech/life sciences, financial services, B2B SaaS, and government that need to operationalize machine learning at production scale.
- Software Development Custom software engineering service delivered alongside AI/ML engagements to build the applications, services, and infrastructure required to support production ML systems. Targeted at enterprise teams needing hands-on engineering capacity to complement data science and ML initiatives.
- Data Engineering Data engineering service covering the design and implementation of data pipelines, warehousing, and data infrastructure required to feed production machine learning systems. Targeted at enterprise clients whose ML initiatives are gated by data readiness, quality, and pipeline reliability.
- Technical Strategy Advisory service providing technical strategy guidance for AI/ML initiatives, including feasibility assessment, roadmap definition, vendor and build-vs-buy decisions, and program-level planning. Targeted at engineering leaders, CTOs, and product executives at organizations evaluating or scaling AI/ML investments.
- SkyNewt Open-source project published under the MuffinLabs umbrella, available to the broader developer and ML practitioner community as a standalone artifact of the firm's engineering work.
Quantifiable outcome
- Bug fixes always included with deliverables - satisfaction guaranteed
- +1 more outcomes
Companies that use MuffinLabs
Customer profileNamed customers2 records
Segments5 records
Ideal customer profiles1 record
MuffinLabs technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability8 records
Feature4 records
MuffinLabs partnerships and signals
Strategic signalPartnerships
One partnership is on record.
- CultivariumcoreBuilding computer vision systems for biotech applications. Image analysis pipelines for biological research at scale. This is a current active project where MuffinLabs is developing production CV systems.
Scale indicators3 records
Recent moves6 records
Expansion highlights6 records
MuffinLabs competitors and assessment
Company assessmentBroad incumbents
- Fractal Analytics: Fractal is a large AI analytics services firm delivering ML, computer vision, and decision-science solutions across industries. Comparable to MuffinLabs on production ML/AI delivery but with much larger scale and a global delivery model.
- AWS Professional Services: AWS Professional Services delivers ML, MLOps, and data engineering consulting directly to enterprise AWS customers. MuffinLabs' AWS-centric SkyNewt tooling and AWS production ML work competes with — and complements — AWS's own consulting teams.
- Toptal: Toptal is a global freelance network that includes a deep bench of ML engineers and AI consultants available on hourly or project terms. It competes for the same enterprise project-based engagements MuffinLabs targets, though at a marketplace scale with vastly more talent supply.
- Databricks Professional Services: Databricks offers professional services and a partner ecosystem for production ML, MLOps, and lakehouse architectures. It competes for the same production ML and MLOps engagements as MuffinLabs, but as part of a much larger data platform company.
- Slalom: Slalom is a large, established IT and management consultancy with a dedicated AI/ML practice spanning MLOps, data engineering, and cloud transformation. It targets the same enterprise buyers as MuffinLabs but at significantly larger scale and with broader service portfolios.
Emerging players
- Scale AI: Scale AI provides data infrastructure and ML services including labeling, evaluation, and applied AI engineering. It overlaps with MuffinLabs in production ML and computer vision workflows, but operates at substantially larger scale with a more productized offering.
- Labelbox: Labelbox is a data-centric AI platform with services for building production computer vision and ML pipelines. Comparable to MuffinLabs on CV pipeline focus and biotech/regulated-industry applicability, though delivered primarily as a SaaS platform with professional services rather than a pure consultancy.
Direct peers
- SpringML: SpringML is a boutique AI/ML and data analytics consultancy delivering production ML, MLOps, and cloud-data solutions to enterprise clients. Closely comparable to MuffinLabs on boutique size, vertical focus, and production ML/MLOps service mix.
- Neal Analytics: Neal Analytics is a Microsoft-focused boutique consultancy specializing in AI, ML, and data engineering on Azure — comparable to MuffinLabs as a boutique, vertical-aware ML consultancy delivering production systems rather than just prototypes.
- Infinia ML: Infinia ML is a boutique AI consultancy that builds custom ML solutions for enterprise clients across healthcare, fintech, and other verticals. Directly comparable to MuffinLabs on size, custom ML development focus, and vertical targeting.
Market position
Competitive moat3 records
Key risks6 records
Key highlights6 records
Customer concentration
MuffinLabs social profiles
Digital presenceMuffinLabs financial estimates
Financial estimateRevenue estimate
Valuation estimate
MuffinLabs leadership team
Management profileNumber of profiles
Profiles1 record
MuffinLabs funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
MuffinLabs M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about MuffinLabs
What does MuffinLabs do?
MuffinLabs is a boutique AI and machine learning engineering consultancy that designs, builds, and deploys production-grade ML systems for enterprise clients. The firm provides AI/ML consulting, software development, data engineering, and technical strategy services, with a specialization in computer vision, model development and training, MLOps pipelines, and production monitoring. Eric Garcia leads client engagements end-to-end, moving projects from ideation through evaluation frameworks and into live production systems.
Is MuffinLabs a public or private company?
MuffinLabs is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was MuffinLabs founded?
MuffinLabs was founded in 2023. It employs 1 to 10 people.
Where is MuffinLabs based?
MuffinLabs is headquartered in St. Petersburg, United States, in the North America region.
How does MuffinLabs make money?
One revenue line is on record: ML & Computer Vision Consulting.
Who are MuffinLabs's main competitors?
Broad incumbents on record are Fractal Analytics, AWS Professional Services, Toptal, Databricks Professional Services and Slalom. Emerging players are Scale AI and Labelbox. Direct peers are SpringML, Neal Analytics and Infinia ML.
Does MuffinLabs have an API?
No public API is recorded for MuffinLabs.
What industry is MuffinLabs in?
MuffinLabs's product category is AI/ML Engineering Consulting. Its primary akta.pro industry code is BPAEAAAJ, AI/ML Solution Integration & MLOps Enablement, with a secondary code of BPAEAHAH, MLOps/LLMOps & Model Lifecycle Management Services. Its NAICS code is 54169.