Best Generative AI Consulting Firms

QuantumBlack, AI by McKinsey vs Softermii: full comparison for 2026

Quick verdict

QuantumBlack, AI by McKinsey (4.8/5) edges ahead of Softermii (3.9/5) overall. QuantumBlack, AI by McKinsey is the better choice for enterprises wanting McKinsey-scale generative AI expertise with real engineering behind it. Softermii is the stronger option for teams needing generative AI consulting inside a broader product build. The right choice depends on your project size, budget, and required tech stack.

QuantumBlack, AI by McKinsey vs Softermii: head-to-head summary

Criterion QuantumBlack, AI by McKinsey Softermii
Founded 2009 2014
HQ London, United Kingdom Los Angeles, United States
Team size 1,001-5,000 51-120
Rating 4.8 / 5 3.9 / 5
Primary differentiator A Formula 1 data-science origin behind a 1,000-plus person generative AI practice at McKinsey Full-stack product development capability layered with newer generative AI consulting service lines
Pricing model Retainer, enterprise contracting Fixed project or dedicated team
Min. engagement Not disclosed Not disclosed
Primary tech stack Python, AWS, Azure Python, OpenAI API, React
Industries served Financial services, Manufacturing, Retail & e-commerce, Healthcare Healthcare, Fintech, Media & entertainment

QuantumBlack, AI by McKinsey vs Softermii: overview

QuantumBlack, AI by McKinsey

QuantumBlack began in 2009 as a performance-analytics unit for Formula 1 teams, joined McKinsey in December 2015 at roughly 45 people, and now runs McKinsey's AI and generative AI practice out of London across more than 40 offices worldwide, with a reported headcount in the 1,001-5,000 range. Its generative AI work spans large language model deployment, retrieval systems, and agentic workflows, framed with the same discipline the unit brought from motorsport: a claim isn't real until it's tied to a measured number.

Softermii

Softermii has run out of Los Angeles since 2014, with reported staff between roughly 88 and 120. Its core identity is custom software and platform development; generative AI consulting is a newer, growing line rather than the founding specialty. Clients get a partner that builds the full surrounding product, not just a generative AI recommendation, at the cost of the depth a dedicated AI-only consultancy can offer.

Services and capabilities: QuantumBlack, AI by McKinsey vs Softermii

Capability QuantumBlack, AI by McKinsey Softermii
AI strategy consulting
Generative AI
Machine learning
Data engineering
MLOps
Fixed-price projects
Dedicated team model

Tech stack comparison: QuantumBlack, AI by McKinsey vs Softermii

Framework / platform QuantumBlack, AI by McKinsey Softermii
Python
AWS
Azure N/A
Google Cloud N/A
Kubernetes N/A
LangChain N/A N/A
PyTorch N/A N/A

Pricing comparison: QuantumBlack, AI by McKinsey vs Softermii

Criterion QuantumBlack, AI by McKinsey Softermii
Minimum engagement Not disclosed Not disclosed
Engagement models Retainer, Dedicated team Fixed project, Dedicated team
Rate transparency Not public Not public
Price tier Mid-market Mid-market

Target audience comparison: QuantumBlack, AI by McKinsey vs Softermii

Dimension QuantumBlack, AI by McKinsey Softermii
Best company size Startup to mid-market Startup to mid-market
Best industries Financial services, Manufacturing, Retail & e-commerce Healthcare, Fintech, Media & entertainment
Best use cases Running an enterprise-wide generative AI strategy program with board-level visibility., Shortlisting a recognizable name for a procurement process that requires one. Getting generative AI strategy advice folded directly into an existing web or mobile product roadmap., Building a new product where generative AI consulting is one input among several.
Typical project type Retainer Fixed project

QuantumBlack, AI by McKinsey vs Softermii: pros and cons

QuantumBlack, AI by McKinsey
+ The McKinsey name secures board-level attention that most generative AI boutiques can't get on their own.
+ A Formula 1 analytics origin story reflects genuine engineering discipline behind the generative AI branding.
+ More than 1,000 dedicated AI staff across 40-plus global offices.
+ Runs generative AI as a distinctly named practice inside McKinsey, not a rebadged strategy offering.
- Pricing and minimum commitments sit above what most mid-market buyers can justify
- Being embedded in a much larger firm limits flexibility on scope and pace compared with an independent boutique
Softermii
+ Full-stack development means generative AI strategy recommendations get implemented inside a complete working product.
+ Over a decade of US-based software delivery experience.
+ Comfortable across web, mobile, and backend work, not just the generative AI layer.
+ Mid-size team keeps senior engineers directly involved on most projects.
- Generative AI consulting is a newer service addition rather than a founding specialty
- Employee counts differ by roughly 35% across public trackers

Who should choose QuantumBlack, AI by McKinsey?

A typical fit: running an enterprise-wide generative AI strategy program with board-level visibility.

A Formula 1 data-science origin behind a 1,000-plus person generative AI practice at McKinsey. Minimum engagement is not publicly disclosed. Works best with clients in Financial services, Manufacturing, Retail & e-commerce, Healthcare.

Who should choose Softermii?

A typical fit: getting generative AI strategy advice folded directly into an existing web or mobile product roadmap.

Full-stack product development capability layered with newer generative AI consulting service lines. Minimum engagement is not publicly disclosed. Works best with clients in Healthcare, Fintech, Media & entertainment.

Decision matrix: QuantumBlack, AI by McKinsey vs Softermii

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Softermii
You need a large dedicated team for an ongoing programme QuantumBlack, AI by McKinsey
Your budget is at the lower end Compare: QuantumBlack, AI by McKinsey (Not disclosed) vs Softermii (Not disclosed)
You need specialist depth in a specific vertical QuantumBlack, AI by McKinsey
You need staff augmentation or team extension Neither; consider alternatives that offer staff aug
You need consulting before committing to a build QuantumBlack, AI by McKinsey

Use case fit: QuantumBlack, AI by McKinsey vs Softermii

Use case QuantumBlack, AI by McKinsey fit Softermii fit Winner
Running an enterprise-wide generative AI strategy program with board-level visibility. Strong Limited QuantumBlack, AI by McKinsey
Shortlisting a recognizable name for a procurement process that requires one. Strong Limited QuantumBlack, AI by McKinsey
Getting generative AI strategy advice folded directly into an existing web or mobile product roadmap. Limited Strong Softermii
Building a new product where generative AI consulting is one input among several. Limited Strong Softermii
Fixed-price project Limited Limited Both equally
Dedicated team model Limited Limited Both equally

Verdict: QuantumBlack, AI by McKinsey vs Softermii

QuantumBlack, AI by McKinsey (4.8/5) is the stronger overall choice for most Generative AI Consulting projects. A Formula 1 data-science origin behind a 1,000-plus person generative AI practice at McKinsey.

Softermii (3.9/5) is worth a look if you need building a new product where generative AI consulting is one input among several. If your situation matches that, Softermii is a competitive option.

Related comparisons

QuantumBlack, AI by McKinsey vs Softermii FAQ

Is QuantumBlack, AI by McKinsey better than Softermii?

QuantumBlack, AI by McKinsey (4.8/5) scores higher overall, but "better" depends on your use case. QuantumBlack, AI by McKinsey's strongest advantage: the McKinsey name secures board-level attention that most generative AI boutiques can't get on their own. Softermii's strongest advantage: full-stack development means generative AI strategy recommendations get implemented inside a complete working product.

How do QuantumBlack, AI by McKinsey and Softermii differ in pricing?

QuantumBlack, AI by McKinsey uses retainer, enterprise contracting pricing. Softermii uses fixed project or dedicated team pricing. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: QuantumBlack, AI by McKinsey or Softermii?

QuantumBlack, AI by McKinsey is the larger team and typically the better enterprise-scale choice. For very large programmes, verify team size and compliance coverage directly with each firm before shortlisting.

What are the main differences between QuantumBlack, AI by McKinsey and Softermii?

QuantumBlack, AI by McKinsey's primary differentiator is: a Formula 1 data-science origin behind a 1,000-plus person generative AI practice at McKinsey. Softermii's primary differentiator is: full-stack product development capability layered with newer generative AI consulting service lines. They also differ in team size (1,001-5,000 vs 51-120), minimum engagement (Not disclosed vs Not disclosed), and primary industries served (Financial services, Manufacturing vs Healthcare, Fintech).

Verify all details directly with each firm before making a decision.