Coherent Solutions
#1 Twin Cities IT consulting firm for six years running, with 2,000+ engineers and 30 years of enterprise delivery.
Founded 1995 | Minneapolis, MN, USA | 2,000+ employees
custom-mldata-engineeringpredictive-analyticsml-consultingmlops
What is Coherent Solutions?
Coherent Solutions is a global digital engineering and product development company founded in 1995 and headquartered in Minneapolis, Minnesota. The company employs 2,000+ skilled engineers across 10 development centers in Eastern Europe, Latin America, and Asia, and has secured the #1 position on the Minneapolis/St. Paul Business Journal's Largest IT Consulting Firms list for five out of six consecutive years. Coherent Solutions serves Microsoft-stack and multi-platform enterprise clients in financial services, healthcare, retail, and manufacturing.
Coherent Solutions was founded in 1995 and is headquartered in Minneapolis, MN, USA. The firm employs 2,000+ people and works primarily with clients in financial services, healthcare, retail, manufacturing, logistics sectors. Its primary differentiator is: Ranked #1 IT consulting firm in the Twin Cities five times in six years with 2,000+ engineers across 10 development centers, offering enterprise ML at competitive rates.
Coherent Solutions tech stack and services
PythonTensorFlowAzure MLAWSMicrosoft stack.NETJavaApache SparkPower BISQL Server
| Service area |
|---|
| Custom ML Development |
| Data Engineering |
| Predictive Analytics |
| ML Consulting |
| MLOps |
Coherent Solutions use cases
Short answer: Coherent Solutions is best suited for microsoft-stack enterprises, #1 Twin Cities IT firm.
| Use case |
|---|
| Enterprise ML development on Azure ML for Microsoft-stack organizations |
| Predictive analytics and Power BI ML integration for manufacturing or retail operations |
| Data engineering pipeline build for enterprise ML readiness on Azure or AWS |
| MLOps platform implementation for model deployment and monitoring in enterprise environments |
| Financial services ML for risk scoring and regulatory analytics on Microsoft infrastructure |
Coherent Solutions pricing
Short answer: Coherent Solutions uses a fixed project, dedicated team, t&m pricing approach. Minimum engagement starts at $25K.
| Engagement model | Typical range | Best for |
|---|---|---|
| Fixed project | From $25K | Well-defined scope |
| Dedicated team | Variable; depends on team size | Large programmes or team augmentation |
| T&M | Variable; depends on team size | Large programmes or team augmentation |
Coherent Solutions does not publish a public rate card. Contact them directly via their website to get project-specific pricing.
Coherent Solutions pros and cons
| Advantages | Things to consider |
|---|---|
| +Independently recognized as #1 Twin Cities IT firm five out of six consecutive years | -Less specialist ML depth than pure-play boutiques for cutting-edge model architecture |
| +30 years of enterprise delivery provides process stability and client retention evidence | -Microsoft-stack orientation may limit flexibility for AWS or GCP-committed organizations |
| +Strong Microsoft-stack and Azure ML capability for Microsoft-committed enterprise clients | -Less public ML-specific case study visibility than US AI-specialist firms |
| +Competitive hourly rates ($30–$70) with 10 global development centers for delivery flexibility | |
| +2,000+ team supports large-scale concurrent programme staffing |
Coherent Solutions vs alternatives
How Coherent Solutions compares to the other top Machine Learning Development companies.
| Company | Best for | Key difference | Rating | Compare |
|---|---|---|---|---|
| Tensorway | Dedicated ML boutique, strategy through production MLOps. | ML-only focus with a dedicated specialist team backed by 25 years of the parent company software delivery infrastructure — unusually deep for a firm of this size | 4.8 | Full comparison |
| LeewayHertz | Enterprises, end-to-end AI delivery, Fortune 500 clients. | Product-centric AI delivery culture with verified Fortune 500 client references including ESPN, Siemens, and 3M — now operating within The Hackett Group | 4.0 | Full comparison |
| InData Labs | Mid-market orgs, complex ML, deep data-science expertise. | Pure-play ML boutique with a measurably higher specialist-to-generalist ratio than typical service firms, confirmed by Clutch as a top AI service provider | 4.5 | Full comparison |
| HatchWorks AI | Companies wanting AI-native, generative-AI-embedded delivery. | Clutch #1 AI Services Company with a proprietary Generative Driven Development methodology claimed to reduce delivery time by 30–50% (per company website; independently unverifiable) | 4.4 | Full comparison |
| STX Next | Orgs needing ML operationalized in Python-native systems. | Europe's largest Python-specialist firm uniquely positioned to embed ML into production software without the integration friction that plagues pure-play ML boutiques | 4.3 | Full comparison |
| Tredence | Enterprises, last-mile ML adoption, supply chain and retail. | Industry-specific AI accelerators and a proven focus on last-mile ML adoption, closing the execution gap between data science output and real business value | 4.3 | Full comparison |
| Addepto | Finance, energy, retail — bespoke ML with pipeline... | End-to-end AI/ML delivery with particular sector depth in financial services and energy — industries that require compliance sophistication alongside technical capability | 4.2 | Full comparison |
| DataForest | Data-first companies, robust engineering foundation for ML. | Data engineering-first approach builds pipeline and data quality foundations before model development, addressing the root cause of most ML project failures | 4.2 | Full comparison |
| Forte Group | Orgs wanting Tier-1 rigor, specialist agility, roadmap to... | Structured AI service lines with Tier 1 delivery rigor and specialist consultancy agility — serving organizations that need both without enterprise-tier pricing | 4.1 | Full comparison |
| Binariks | Healthcare, fintech, insurance — compliance-first ML engineering. | Compliance-first ML engineering for regulated industries — governance and audit trails are built in from the architecture stage, not retrofitted after launch | 4.1 | Full comparison |
| Softeq | Hardware and industrial companies, edge ML on embedded... | Unique capability to combine hardware design expertise with ML engineering, deploying models at the edge where cloud-only ML firms cannot operate | 4.1 | Full comparison |
| Markovate | Retail, travel, fitness — recommendation engines, 300+ projects. | 300+ delivered projects spanning recommendation systems, computer vision, and dynamic pricing, with deeper consumer-facing ML specialization than most comparably sized firms | 4.0 | Full comparison |
| ScienceSoft | Established enterprises, 35+ years, stable US vendor. | 35+ years of enterprise delivery experience with a mature ML practice — providing compliance readiness, institutional knowledge, and process maturity rare in younger ML-focused competitors | 4.0 | Full comparison |
| Miquido | Product teams, ML in polished products, Google-certified. | Google-certified AI/ML capability paired with strong product design — clients receive ML that works inside well-crafted user experiences, not bolted-on algorithms | 4.0 | Full comparison |
| Simform | Industrial and enterprise, cloud-native AWS ML at scale. | AWS Premier Partner with 1,000+ engineers and documented depth in industrial IoT ML — connecting physical sensor streams to cloud ML inference at production scale | 3.9 | Full comparison |
| Intuz | SMBs, fixed-price discovery, 1,700+ projects. | 1,700+ project track record with a discovery-first engagement model making enterprise-grade ML accessible to SMBs through risk-reduced fixed-price POC phases | 3.9 | Full comparison |
| Scopic | Orgs wanting custom ML, 20+ years, strong computer... | 20+ years as a distributed software company gives Scopic strong custom ML engineering discipline with confirmed production deployments across transportation and healthcare | 3.9 | Full comparison |
| N-iX | Enterprises, large-scale Eastern-Europe ML engineering capacity. | 2,400+ engineers with deep specialization in scalable AI architectures, able to field large dedicated teams for complex multi-year ML programmes at competitive Eastern European rates | 3.9 | Full comparison |
| Oxagile | Media, AdTech, sports — video ML, 20+ years... | 20+ years of video domain expertise uniquely positions Oxagile for ML use cases involving video understanding, visual search, and real-time video analytics | 3.8 | Full comparison |
| Innowise | Banking, agriculture, healthcare — compliance-aware ML. | Cross-vertical ML delivery with documented case studies in banking automation, agricultural forecasting, and healthcare diagnostics — unusual breadth across regulated industries | 3.9 | Full comparison |
| Intellectsoft | Fintech, healthcare, construction — ML in enterprise ecosystems. | Palo Alto HQ with 10 global delivery offices combining US-based account management with competitive Eastern European delivery rates for enterprise ML programmes | 3.8 | Full comparison |
| DataRoot Labs | Startups and scale-ups, AI strategy plus execution, accessible. | One of Ukraine's most recognized ML consultancies — combining strategy-level AI advisory with hands-on engineering, a combination rare at this team size and price point | 3.8 | Full comparison |
| Itransition | Enterprises, ML in legacy systems, 25+ years delivery. | 25+ years of enterprise software delivery with five dedicated R&D labs, giving clients a mature delivery operation with advanced ML research support at competitive rates | 3.9 | Full comparison |
| 10Pearls | US enterprises and government contractors, AI-native, LATAM delivery. | AI-native engineering culture with four CRN Solution Provider 500 recognitions and 1,400+ experts spanning North America and LATAM for enterprise AI programmes | 3.8 | Full comparison |
| Iflexion | US orgs, ML within custom enterprise software systems. | 25 years of enterprise software delivery with 850+ professionals embedding ML into complete systems rather than delivering standalone models that require separate integration work | 3.7 | Full comparison |
| Appinventiv | Global businesses, mobile-first ML, five-continent delivery. | 1,600+ specialists with a mobile-first AI approach and global footprint delivering 1,000+ digital assets with embedded ML — strong for consumer-facing AI product work | 3.8 | Full comparison |
| Avenga | Telco, banking, automotive enterprises — 6,000+ engineer scale. | 6,000+ specialists across 44 delivery centers formed through PE-backed acquisitions, providing enterprise-scale AI delivery capacity — though cultural integration across legacy entities is ongoing | 3.7 | Full comparison |
| BairesDev | Companies wanting rapid ML scale-up, LATAM nearshore, US... | 4,000+ ML-capable LATAM engineers in US time zones with 1,200+ completed projects, enabling rapid scale-up for organizations that need to grow their ML capacity fast | 3.7 | Full comparison |
| Turing | Teams needing pre-vetted senior ML developers, staff augmentation. | AI-powered vetting platform screening 3M+ global ML developers to place the top 1% directly in client engineering teams at rates competitive with US in-house hiring | 3.7 | Full comparison |
| EPAM Systems | Large enterprises, Fortune 500 scale, global compliance. | 62,000+ engineers across 50+ countries delivering ML inside a full-service technology engineering operation — unmatched scale and compliance depth for global enterprise AI programmes | 3.9 | Full comparison |
Coherent Solutions FAQ
What is Coherent Solutions?
Coherent Solutions is a global digital engineering and product development company founded in 1995 and headquartered in Minneapolis, Minnesota. The company employs 2,000+ skilled engineers across 10 development centers in Eastern Europe, Latin America, and Asia, and has secured the #1 position on the Minneapolis/St. Paul Business Journal's Largest IT Consulting Firms list for five out of six consecutive years. Coherent Solutions serves Microsoft-stack and multi-platform enterprise clients in financial services, healthcare, retail, and manufacturing.
How much does Coherent Solutions charge?
Coherent Solutions uses fixed project, dedicated team, t&m pricing. Minimum engagement starts at $25K. A discovery call is required to get project-specific quotes.
What tech stack does Coherent Solutions use?
Coherent Solutions works with Python, TensorFlow, Azure ML, AWS, Microsoft stack, .NET, Java, Apache Spark, Power BI, SQL Server. Primary industries served include financial services, healthcare, retail, manufacturing, logistics.
Is Coherent Solutions right for enterprise?
Microsoft-stack enterprises, #1 Twin Cities IT firm. 2,000+ team size. Key consideration: Less specialist ML depth than pure-play boutiques for cutting-edge model architecture.
What are the best Coherent Solutions alternatives?
The best alternatives to Coherent Solutions depend on your use case. Top options are:
- Tensorway: ml-only focus with a dedicated specialist team backed by 25 years of the parent company software delivery infrastructure — unusually deep for a firm of this size
- LeewayHertz: product-centric ai delivery culture with verified fortune 500 client references including espn, siemens, and 3m — now operating within the hackett group
- InData Labs: pure-play ml boutique with a measurably higher specialist-to-generalist ratio than typical service firms, confirmed by clutch as a top ai service provider
Compare Coherent Solutions with other Machine Learning Development companies
Coherent Solutions vs Tensorway Coherent Solutions vs LeewayHertz Coherent Solutions vs InData Labs Coherent Solutions vs HatchWorks AI Coherent Solutions vs STX Next Coherent Solutions vs Tredence Coherent Solutions vs Addepto Coherent Solutions vs DataForest Coherent Solutions vs Forte Group Coherent Solutions vs Binariks Coherent Solutions vs Softeq Coherent Solutions vs Markovate Coherent Solutions vs ScienceSoft Coherent Solutions vs Miquido Coherent Solutions vs Simform Coherent Solutions vs Intuz Coherent Solutions vs Scopic Coherent Solutions vs N-iX Coherent Solutions vs Oxagile Coherent Solutions vs Innowise Coherent Solutions vs Intellectsoft Coherent Solutions vs DataRoot Labs Coherent Solutions vs Itransition Coherent Solutions vs 10Pearls Coherent Solutions vs Iflexion Coherent Solutions vs Appinventiv Coherent Solutions vs Avenga Coherent Solutions vs BairesDev Coherent Solutions vs Turing Coherent Solutions vs EPAM Systems