Best Machine Learning Development Agencies

Softweb Solutions

Avnet-owned AI and IoT solutions company headquartered in Plano, Texas.

Founded 2006 | Plano, Texas, USA | 201–500 employees | Last updated: July 2026
ml-developmentcomputer-visionpredictive-analytics

What is Softweb Solutions?

Softweb Solutions is an AI and IoT-focused digital transformation company founded in 2006 (some sources cite 2004), headquartered in Plano, Texas, with additional offices in Chicago, Dallas, and Ahmedabad, India. The company was acquired by global electronics distributor Avnet in December 2018 and now operates as 'Softweb Solutions — An Avnet Company,' building AI models for image classification, intelligent forecasting, and IoT scenario detection alongside broader data and digital transformation services.

Softweb Solutions was founded in 2006 and is headquartered in Plano, Texas, USA. The firm employs 201–500 people and works primarily with clients in Manufacturing, Retail, Logistics sectors. Its primary differentiator is: Backed by Avnet, a global electronics distributor, giving unusual hardware/IoT supply-chain proximity for AI-on-device projects..

Softweb Solutions tech stack and services

PythonTensorFlowAzure IoTAWS IoT
Service area Details
Manufacturing or logistics clients needing AI models tied to IoT sensor data Available for Manufacturing, Retail, Logistics clients
Retail computer-vision projects such as image classification or shelf monitoring Available for Manufacturing, Retail, Logistics clients
Companies wanting an AI vendor with direct ties to a hardware/electronics distributor Available for Manufacturing, Retail, Logistics clients

Softweb Solutions use cases

Short answer: Softweb Solutions is best suited for companies needing AI/ML specifically paired with IoT sensor data and device deployment, backed by Avnet's hardware supply chain..

Use case Industries Approach
Manufacturing or logistics clients needing AI models tied to IoT sensor data Manufacturing, Retail Python, TensorFlow
Retail computer-vision projects such as image classification or shelf monitoring Manufacturing, Retail Python, TensorFlow
Companies wanting an AI vendor with direct ties to a hardware/electronics distributor Manufacturing, Retail Python, TensorFlow

Softweb Solutions pricing

Short answer: Softweb Solutions uses a fixed project and managed services pricing approach. Minimum engagement starts at Not published.

Engagement model Typical range Best for
Fixed project From Not published Well-defined scope
Managed services Variable; depends on team size Large programmes or team augmentation
Softweb Solutions does not publish a public rate card. Contact them directly via their website to get project-specific pricing.

Softweb Solutions pros and cons

Advantages Things to consider
+Ownership by Avnet (since December 2018) gives direct proximity to hardware and electronics supply chains for IoT-linked AI projects -Acquired by Avnet in 2018 — the company now operates as a subsidiary rather than an independent AI consultancy, which can affect contracting flexibility
+Nearly two decades of operating history combining AI and IoT delivery -Public sources disagree on both founding year (2004 vs. 2006) and employee count (201–500 vs. 501–1,000)
+Named use cases in image classification and intelligent forecasting show concrete applied AI/ML work -IoT-centric positioning may be less suited to buyers wanting purely software-based ML with no hardware/device component
+Multi-country office presence (US, India) supports cost-flexible delivery

Softweb Solutions vs alternatives

How Softweb Solutions compares to the other top Machine Learning Development agencies.

Company Best for Key difference Rating Compare
Neurons Lab Enterprises in financial services or other regulated sectors... One of the few AI consultancies worldwide holding AWS's Advanced Machine Learning Consulting Competence. 4.8 Full comparison
Tensorway Mid-market companies wanting a single vendor to cover... Full-stack ML delivery — data science, MLOps, and LLM/agentic frameworks (LangChain, LangGraph, AutoGen) — in one team. 4.6 Full comparison
Provectus Mid-market and enterprise buyers who want AI/ML delivery... Combines AI/ML delivery with cloud and big-data engineering as a single integrated systems-integrator practice. 4.5 Full comparison
InData Labs Fintech, healthcare, and SaaS companies wanting a specialist... Dedicated in-house R&D center focused specifically on data science and AI rather than broad software outsourcing. 4.5 Full comparison
AI Superior Small and mid-size companies in the EU that... PhD-founder-led team with an explicit research-and-development service line alongside standard client delivery. 4.3 Full comparison
Data Monsters Companies needing GPU-heavy deep learning work where an... Elite NVIDIA partnership status supporting GPU-optimized deep learning delivery (per company website; independently unverifiable tier). 4.2 Full comparison
ITRex Group Mid-market companies combining AI/ML work with IoT or... Explicit focus on applied AI paired with intelligent-edge and IoT development, not just cloud-based ML. 4.2 Full comparison
Ideas2IT Healthcare, BFSI, and manufacturing enterprises wanting AI capability... Employee-ownership model paired with vertical focus in Healthcare, BFSI, and Manufacturing. 4.1 Full comparison
Quantiphi Enterprises, especially in financial services, needing AI delivery... AI-native firm that reached enterprise scale (2,600+ employees) without pivoting from generalist IT outsourcing. 4.4 Full comparison
Fractal Analytics Large enterprises wanting a publicly-listed, financially transparent AI/analytics... First Indian AI company to complete an IPO (NSE/BSE, February 2026), adding public financial transparency. 4.4 Full comparison
Tredence Retail, CPG, and industrials companies wanting industry-contextualized data... Deep vertical focus applying AI specifically within retail, CPG, and industrials contexts rather than horizontal AI consulting. 4.2 Full comparison
Sigmoid Large enterprises needing a data-engineering-first partner that also... Data-engineering-first delivery model, with ML/AI built directly on pipelines the firm also builds and manages. 4.2 Full comparison
LatentView Analytics Companies wanting analytics and BI delivery with ML... Publicly listed (NSE/BSE since 2021) analytics firm with two decades of operating history. 3.9 Full comparison
Indium Software Companies that already use Indium for QA/testing and... Long-standing QA and testing heritage now paired with proprietary AI accelerators like teX.ai. 3.8 Full comparison
Grid Dynamics Enterprises needing SEC-level financial transparency and public-company compliance... Nasdaq-listed public company (GDYN) with SEC-filed financials, offering procurement transparency few competitors match. 4.1 Full comparison
Persistent Systems Very large enterprises that want AI/ML delivered by... Enterprise-wide scale (24,000+ employees) supporting AI/ML as part of a full IT services portfolio, not a standalone specialty. 3.8 Full comparison
EPAM Systems The largest global enterprises needing AI delivery embedded... Largest headcount on this list (62,000+) with NYSE-listed financial transparency and a proprietary LLM orchestration platform (EPAM DIAL). 3.8 Full comparison
SoftServe Enterprises wanting a large, established engineering partner with... 32 years of continuous operation spanning both a US public-market presence and deep Ukrainian engineering roots. 4.0 Full comparison
N-iX Mid-to-large enterprises, including Fortune 500 clients, wanting a... 23 years of operating history originating from a Novell technology acquisition, now serving Fortune 500 clients from a Malta-based HQ. 4.0 Full comparison
DataArt Enterprises across finance, media, healthcare, and retail wanting... 28 years of operating history across 30+ global delivery locations, with a newer (2024) dedicated AI strategy consulting service line. 3.9 Full comparison
Andersen Mid-to-large enterprises wanting AI/ML and data science delivered... Named AI-powered robotic integration line alongside standard AI/ML and data science services. 4.0 Full comparison
Innowise Group Companies wanting AI/ML delivered as part of a... Full-cycle software development scope (web, mobile, cloud, QA, security) with AI/ML as one of several integrated specialties. 3.9 Full comparison
Sigma Software Group Companies wanting ML delivered by an outsourcing firm... Consecutive annual placement on IAOP's World's Top 100 Outsourcing list every year since 2015. 4.0 Full comparison
Exadel Enterprises wanting model design through MLOps and production... Explicit end-to-end scope 'from model design to MLOps and integration' as one of five named core service lines. 4.1 Full comparison
MobiDev Retail, hospitality, and health/fitness companies wanting a mid-size... 65+ delivered AI/ML products concentrated in retail, hospitality, fitness, and health/wellness verticals. 4.2 Full comparison
Master of Code Global Companies specifically building conversational AI, chatbot, or generative-AI-driven... Specialization narrowly focused on conversational AI and chatbots, with 1,000+ projects delivered over 21 years. 4.1 Full comparison
ScienceSoft Companies wanting AI/ML delivered by a long-established generalist... 36 years of continuous IT consulting history, one of the longest track records among firms on this list. 3.9 Full comparison
Intellectsoft Enterprises wanting AI-powered application development from a firm... Named enterprise client roster (EY, Harley-Davidson, London Stock Exchange, Qualcomm, Jaguar) rare among mid-size firms on this list. 4.0 Full comparison
Belitsoft Small-to-mid companies wanting AI/ML added to a broader... 21 years as a custom software development firm now expanding deliberately into generative AI and predictive analytics. 3.9 Full comparison
Neoteric Small and mid-size companies wanting an accessible, specialized... 20 years of operating history condensed into a compact, generative-AI-focused team rather than a broad IT services portfolio. 4.3 Full comparison
Addepto Companies wanting boutique AI/BI consulting from a team... Boutique AI/BI consultancy that gained additional scale and resources through its December 2025 acquisition by KMS Technology. 4.1 Full comparison

Softweb Solutions FAQ

What is Softweb Solutions?

Softweb Solutions is an AI and IoT-focused digital transformation company founded in 2006 (some sources cite 2004), headquartered in Plano, Texas, with additional offices in Chicago, Dallas, and Ahmedabad, India. The company was acquired by global electronics distributor Avnet in December 2018 and now operates as 'Softweb Solutions — An Avnet Company,' building AI models for image classification, intelligent forecasting, and IoT scenario detection alongside broader data and digital transformation services.

How much does Softweb Solutions charge?

Softweb Solutions uses fixed project and managed services pricing. Minimum engagement starts at Not published. A discovery call is required to get project-specific quotes.

What tech stack does Softweb Solutions use?

Softweb Solutions works with Python, TensorFlow, Azure IoT, AWS IoT. Primary industries served include Manufacturing, Retail, Logistics.

Is Softweb Solutions right for enterprise?

Companies needing AI/ML specifically paired with IoT sensor data and device deployment, backed by Avnet's hardware supply chain.. 201–500 team size. Key consideration: Acquired by Avnet in 2018 — the company now operates as a subsidiary rather than an independent AI consultancy, which can affect contracting flexibility.

What are the best Softweb Solutions alternatives?

The best alternatives to Softweb Solutions depend on your use case. Top options are:

  • Neurons Lab: one of the few ai consultancies worldwide holding aws's advanced machine learning consulting competence.
  • Tensorway: full-stack ml delivery — data science, mlops, and llm/agentic frameworks (langchain, langgraph, autogen) — in one team.
  • Provectus: combines ai/ml delivery with cloud and big-data engineering as a single integrated systems-integrator practice.
See full alternatives list

Compare Softweb Solutions with other Machine Learning Development agencies

Last reviewed: July 2026. Verify all details directly with Softweb Solutions before making a decision.