Tredence vs Softweb Solutions: full comparison for 2026
Last updated: July 2026
Quick verdict
Tredence (4.2/5) edges ahead of Softweb Solutions (3.9/5) overall. Tredence is the better choice for retail, CPG, and industrials companies wanting industry-contextualized data science and AI delivery at scale.. Softweb Solutions is the stronger option for companies needing AI/ML specifically paired with IoT sensor data and device deployment, backed by Avnet's hardware supply chain.. The right choice depends on your project size, budget, and required tech stack.
Tredence vs Softweb Solutions: head-to-head summary
| Criterion | Tredence | Softweb Solutions |
|---|---|---|
| Founded | 2013 | 2006 |
| HQ | San Jose, California, USA | Plano, Texas, USA |
| Team size | 1,001–5,000 | 201–500 |
| Rating | 4.2 / 5 | 3.9 / 5 |
| Best for | Retail, CPG, and industrials companies wanting industry-contextualized data science and AI delivery at scale. | Companies needing AI/ML specifically paired with IoT sensor data and device deployment, backed by Avnet's hardware supply chain. |
| Pricing model | Fixed project and managed analytics services | Fixed project and managed services |
| Min. engagement | Not published | Not published |
| Primary tech stack | Python, TensorFlow, AWS | Python, TensorFlow, Azure IoT |
| Industries served | Retail, CPG, Industrials, Travel & Hospitality, Financial Services | Manufacturing, Retail, Logistics |
Tredence vs Softweb Solutions: overview
Tredence
Tredence is a privately held data analytics and AI company founded in 2013 by Shub Bhowmick, Sumit Mehra, and Shashank Dubey, headquartered in San Jose with delivery centers across North America, Europe, and Asia. Reported headcount is roughly 3,500–4,300 employees, and the firm focuses on applying data science and AI within specific industry contexts including retail, CPG, industrials, and travel.
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.
Services and capabilities: Tredence vs Softweb Solutions
| Capability | Tredence | Softweb Solutions |
|---|---|---|
| Custom ML model development | ✓ | ✓ |
| Deep learning & computer vision | ✗ | ✓ |
| NLP & LLM / Generative AI | ✗ | ✗ |
| MLOps & production deployment | ✗ | ✗ |
| Data engineering | ✓ | ✗ |
| AI strategy consulting | ✓ | ✗ |
| Staff augmentation | ✗ | ✗ |
Tech stack comparison: Tredence vs Softweb Solutions
| Framework / platform | Tredence | Softweb Solutions |
|---|---|---|
| Python | ✓ | ✓ |
| TensorFlow | ✓ | ✓ |
| PyTorch | N/A | N/A |
| AWS | ✓ | ✓ |
| Azure | N/A | ✓ |
| Google Cloud | N/A | N/A |
| Kubernetes | N/A | N/A |
| Databricks | ✓ | N/A |
| LangChain | N/A | N/A |
Pricing comparison: Tredence vs Softweb Solutions
| Criterion | Tredence | Softweb Solutions |
|---|---|---|
| Minimum engagement | Not published | Not published |
| Engagement models | Fixed project, Managed services | Fixed project, Managed services |
| Rate transparency | Not public | Not public |
| Price tier | Enterprise / not published | Enterprise / not published |
Target audience comparison: Tredence vs Softweb Solutions
| Dimension | Tredence | Softweb Solutions |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Retail, CPG, Industrials | Manufacturing, Retail, Logistics |
| Best use cases | Retail or CPG demand forecasting and pricing optimization models, Industrials predictive-maintenance and supply-chain AI programs | Manufacturing or logistics clients needing AI models tied to IoT sensor data, Retail computer-vision projects such as image classification or shelf monitoring |
| Typical project type | Fixed project | Fixed project |
Tredence vs Softweb Solutions: pros and cons
| Tredence | |
|---|---|
| + | Strong industry-vertical focus, particularly retail and CPG, supports domain-aware model design |
| + | 3,500+ employee scale enables large, multi-region delivery programs |
| + | 12 years of continuous focus on applied data science and AI |
| + | Delivery presence across North America, Europe, and Asia supports global rollouts |
| - | Broad data-analytics positioning means custom ML model development sits alongside BI and reporting work |
| - | Enterprise scale can mean less founder-level access than boutique competitors |
| - | Minimum engagement size and standard pricing not publicly disclosed |
| Softweb Solutions | |
|---|---|
| + | Ownership by Avnet (since December 2018) gives direct proximity to hardware and electronics supply chains for IoT-linked AI projects |
| + | Nearly two decades of operating history combining AI and IoT delivery |
| + | Named use cases in image classification and intelligent forecasting show concrete applied AI/ML work |
| + | Multi-country office presence (US, India) supports cost-flexible delivery |
| - | Acquired by Avnet in 2018 — the company now operates as a subsidiary rather than an independent AI consultancy, which can affect contracting flexibility |
| - | Public sources disagree on both founding year (2004 vs. 2006) and employee count (201–500 vs. 501–1,000) |
| - | IoT-centric positioning may be less suited to buyers wanting purely software-based ML with no hardware/device component |
Who should choose Tredence?
Tredence is the right choice for retail, CPG, and industrials companies wanting industry-contextualized data science and AI delivery at scale..
Deep vertical focus applying AI specifically within retail, CPG, and industrials contexts rather than horizontal AI consulting.. Minimum engagement starts at Not published. Works best with clients in Retail, CPG, Industrials, Travel & Hospitality, Financial Services.
Who should choose Softweb Solutions?
Softweb Solutions is the right choice for companies needing AI/ML specifically paired with IoT sensor data and device deployment, backed by Avnet's hardware supply chain..
Backed by Avnet, a global electronics distributor, giving unusual hardware/IoT supply-chain proximity for AI-on-device projects.. Minimum engagement starts at Not published. Works best with clients in Manufacturing, Retail, Logistics.
Decision matrix: Tredence vs Softweb Solutions
| Your situation | Recommended choice |
|---|---|
| You need full-ownership delivery on a defined project scope | Tredence |
| You need a large dedicated team for an ongoing programme | Check each company's engagement model |
| Your budget is at the lower end | Compare: Tredence (Not published) vs Softweb Solutions (Not published) |
| You need specialist depth in a specific vertical | Tredence |
| You need staff augmentation or team extension | Neither; consider alternatives that offer staff aug |
| You need consulting before committing to a build | Tredence |
Use case fit: Tredence vs Softweb Solutions
| Use case | Tredence fit | Softweb Solutions fit | Winner |
|---|---|---|---|
| Retail or CPG demand forecasting and pricing optimization models | Strong | Strong | Both equally |
| Industrials predictive-maintenance and supply-chain AI programs | Strong | Limited | Tredence |
| Manufacturing or logistics clients needing AI models tied to IoT sensor data | Limited | Strong | Softweb Solutions |
| Retail computer-vision projects such as image classification or shelf monitoring | Strong | Strong | Both equally |
| Fixed-price build | Limited | Limited | Both equally |
| Staff augmentation | Limited | Limited | Both equally |
Verdict: Tredence vs Softweb Solutions
Tredence (4.2/5) is the stronger overall choice for most Machine Learning Development projects. Deep vertical focus applying AI specifically within retail, CPG, and industrials contexts rather than horizontal AI consulting.. It is best for retail, CPG, and industrials companies wanting industry-contextualized data science and AI delivery at scale..
Softweb Solutions (3.9/5) is the better choice when companies needing AI/ML specifically paired with IoT sensor data and device deployment, backed by Avnet's hardware supply chain.. If your situation matches those criteria, Softweb Solutions is a competitive option.
Related comparisons
Tredence vs Softweb Solutions FAQ
Is Tredence better than Softweb Solutions?
Tredence (4.2/5) scores higher overall, but "better" depends on your use case. Tredence is better for retail, CPG, and industrials companies wanting industry-contextualized data science and AI delivery at scale.. Softweb Solutions is better for companies needing AI/ML specifically paired with IoT sensor data and device deployment, backed by Avnet's hardware supply chain..
How do Tredence and Softweb Solutions differ in pricing?
Tredence uses fixed project and managed analytics services pricing with a minimum engagement of Not published. Softweb Solutions uses fixed project and managed services pricing with a minimum engagement of Not published. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.
Which is better for enterprise: Tredence or Softweb Solutions?
Tredence is the larger team and typically the better enterprise-scale choice. For very large programmes, verify team size and compliance coverage directly with each agency before shortlisting.
What are the main differences between Tredence and Softweb Solutions?
Tredence's primary differentiator is: deep vertical focus applying ai specifically within retail, cpg, and industrials contexts rather than horizontal ai consulting.. Softweb Solutions's primary differentiator is: backed by avnet, a global electronics distributor, giving unusual hardware/iot supply-chain proximity for ai-on-device projects.. They also differ in team size (1,001–5,000 vs 201–500), minimum engagement (Not published vs Not published), and primary industries served (Retail, CPG vs Manufacturing, Retail).
Last reviewed: July 2026. Verify all details directly with each agency before making a decision.