What Tutor Intelligence does

Tutor Intelligence is a U.S.-based robotics company founded in 2021 out of MIT CSAIL by Josh Gruenstein and Alon Kosowsky-Sachs, building AI-powered industrial robots for material handling in manufacturing and logistics. Its commercial fleet centers on Cassie, a mobile collaborative robot purpose-built for 24/7 palletizing, depalletizing, and case-picking, and on Sonny, a semi-humanoid industrial robot with two 6-DoF arms designed for bimanual manipulation tasks. Both products are governed by the Tutor AI Brain, a central intelligence platform, and trained using Ti0, the company's first Vision-Language-Action foundation model developed from data collected at Data Factory 1 — a 100-robot farm of Sonny robots housed in a 35,000 sq ft facility at Tutor's Watertown, Massachusetts headquarters.

The underlying technology combines fleet-scale real-world teleoperation via a custom PTeleop 3D proprioceptive system with a novel velocity-normalization preprocessing technique and human-in-the-loop reward supervision from a 45-50 person international tutor workforce in Mexico and the Philippines. Cassie hardware integrates LiDAR-enforced safety zones compliant with ISO/TS 15066, 4 active stereo depth cameras, and a no-code tablet interface that allows line operators to be trained in roughly 15 minutes. Ti0 inference and DF1 training are powered by Nvidia GPUs, with cloud compute provided through the AWS Physical AI Fellowship.

Tutor sells primarily through a Robots-as-a-Service (RaaS) subscription at $14-18 per hour with a 20-hour weekly minimum, a flat $10,000 implementation fee, freight of $1,000-3,500, and a refundable $12,000 deposit per system. Alternative commercial terms include a per-pick pricing model for full B2B fulfillment fleets and outright purchase with a low-cost annual service contract. Customers include CPG manufacturers, co-packers, co-manufacturers, third-party logistics providers, and distributors in personal care, cosmetics, toys, home goods, beauty, and consumer technology; named references include BetterBody Foods, Productiv Inc., a high-volume cosmetics co-manufacturer in Omaha, and Fortune 50/500 packaged-food supply chains deployed across the United States. As of April 2026, the company employed roughly 90 people and had raised a total of $42 million in venture funding, including a $34 million Series A led by Union Square Ventures and co-led by Fundomo with participation from Neo in December 2025.

Name

Tutor Intelligence

Legal name

Tutor Intelligence, Inc.

Website

https://tutorintelligence.com

Company type

Private

Founded year

2021

Operating status

Operating

Headcount range

51–100 employees

Short description

Tutor Intelligence builds AI-powered industrial robots — Cassie (mobile palletizer/case-picker) and Sonny (semi-humanoid) — for U.S. manufacturers, co-packers, and 3PLs, sold via Robots-as-a-Service and governed by its proprietary Ti0 vision-language-action foundation model.

Ownership category

akta.pro rank

Product category

Industrial Robotics

NAICS

Commercial and Service Industry Machinery Manufacturing (333310), Packaging Machinery Manufacturing (333993)

SIC

Construction, Mining & Materials Handling Machinery & Equip (3530), General Industrial Machinery & Equipment (3560), Special Industry Machinery, Nec (3559), Industrial Trucks, Tractors, Trailors & Stackers (3537)

akta.pro primary industry

Industrial & Warehouse Robotics (HDAAAIAA)

akta.pro secondary industries

Humanoid & General-Purpose Robots (HDAAAIAJ), Robot Hardware, Actuators & Components (sensors, grippers, motors) (HDAAAIAL), Industrial Robotics & Cobots (IMAIAMAB)

Keywords

• Warehouse robotics
• Palletizing automation
• Case picking robots
• Industrial cobots
• Robots as a service

Headquarters

HQ city

Watertown

HQ country

United States

HQ region

North America

Offices5 records

Markets served

GTM type

B2B

Offering type

Hardware or Manufacturing

Cost components

Technology or R&D, Personnel, Infrastructure, Operations, Marketing or Sales, Supply Chain

Revenue model

1. Robots-as-a-Service (RaaS) Subscription: Primary revenue stream. Customers pay a transparent hourly rate of $14-18/hr per robot (minimum 20 hr/week) with no long-term contracts. This converts what would traditionally be a large capital expense into a predictable operating expense and aligns vendor incentives with robot uptime.
2. Usage-Based / Pay-Per-Hour Pricing: Pay only for hours the robot is in use — turns capital expense into operating expense. Customers can also engage a fleet of Cassie robots for whole B2B fulfillment with a per-pick pricing model.
3. One-Time Implementation & Setup Fees: Flat implementation fee of $10,000 (regardless of number of robots installed), plus freight shipping of $1,000-3,500 and a refundable security deposit of $12,000 per deployed system. End-of-Line Readiness Components $50-$300 per line.
4. Outright Robot Purchase with Annual Service: Alternative to RaaS — customers can purchase Cassie upfront for full financial ownership with a low-cost annual service model. Includes 24/7 remote support, included maintenance, always-on AI improvements, and no contract lock-in.

Pricing tiers

Go-to-market motion3 records

Distribution channels3 records

Marketing channels6 records

Core offering

Tutor Intelligence designs, manufactures, and deploys AI-powered industrial robots (Cassie and Sonny) that automate warehouse and factory material-handling tasks including palletizing, depalletizing, and autonomous case-picking. The robots are backed by Ti0, a proprietary vision-language-action foundation model trained on data from Data Factory 1 (a 100-robot farm), and are sold through a transparent Robots-as-a-Service subscription priced at $14-18 per hour.

Product overview

Tutor Intelligence operates a platform-plus-modules architecture built around a central AI intelligence stack rather than a single unified product. At the core is the Tutor AI Brain, a central robot intelligence platform that powers the company's deployed robot fleet. Sitting on top of this platform are two hardware product lines: Cassie, the purpose-built industrial robot for palletizing, depalletizing, and fully autonomous case-picking workflows in warehouses and factories, and Sonny, the semi-humanoid industrial robot designed for bimanual manipulation and the messy middle of manual labor. The platform is reinforced by Ti0, Tutor's first Vision-Language-Action foundation model trained on data from Data Factory 1 (DF1), the 100-robot data factory in Watertown, Massachusetts. Supporting modules include EVE (a native I/O integration hub for line integration) and PTeleop (a 3D proprioceptive teleoperation system). Tutor offers all of this through a Robots-as-a-Service (RaaS) commercial model that delivers Cassie and Sonny as subscription-based robotic workers rather than as capital equipment purchases.

Differentiator

Problem solved

Functional benefit

Brands

• Cassie: Cassie is Tutor Intelligence's commercially deployed AI-powered robotic worker designed for material handling, palletizing, and case picking in warehouses and factories.
• Sonny
• Ti0
• Data Factory 1 (DF1)

Products and services

• Cassie Industrial Mobile Manipulator Cassie is Tutor Intelligence's industrial collaborative robot purpose-built for 24/7 material handling — palletizing, depalletizing, and fully autonomous case-picking in B2B warehouses and factories. It lifts up to 42-50 lb boxes, runs up to 14 cases/min, deploys in approximately 2 days, integrates LiDAR-enforced safety zones with ISO/TS 15066 compliance, and is available via Robots-as-a-Service at $14-$18/hour.
• Sonny Semi-Humanoid Industrial Robot Sonny is Tutor Intelligence's semi-humanoid industrial robot designed for bimanual manipulation and the messy middle of manual factory and warehouse labor. Equipped with two 6-DoF arms (5kg payload each, 900mm reach), Fin Ray grippers, wrist-mounted stereo RGBD cameras, head/torso time-of-flight RGBD cameras, and an on-board computer (28-core Intel i7, 64GB RAM, Nvidia 5060Ti 16GB VRAM). Targeted for industrial deployment starting late 2026.
• Robots-as-a-Service (RaaS) Subscription Tutor's Robots-as-a-Service offering delivers Cassie (and forthcoming Sonny) robot workers to manufacturers, co-packers, 3PLs, and distributors on a transparent hourly subscription ($14-18/hr with a 20 hr/week minimum), with no long-term contracts. The package includes a $10,000 flat implementation fee, freight shipping of $1,000-3,500, a refundable $12,000 security deposit per system, 24/7 remote support, included maintenance, and always-on AI improvements. Per-pick and outright-purchase-with-annual-service options are also offered.

Quantifiable outcome

• Reduces cost per pick by a minimum of 20%
• +8 more outcomes

Named customers4 records

Segments5 records

Ideal customer profiles5 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability12 records

Feature9 records

Partnerships

Four partnerships are on record, tiered core.

• Amazon Web Services (AWS)coreTechnology or Integration · 12 November 2025Tutor participates in AWS's Physical AI Fellowship managed by MassRobotics. Received $200,000 in AWS credits plus engineering support from AWS for cloud compute powering Tutor's AI platform and robot training. AWS is referenced as the cloud compute provider for the Ti0 VLA model and DF1 infrastructure.
• NVIDIAcoreTechnology or Integration · 12 November 2025Tutor participates in the Physical AI Fellowship managed by MassRobotics (alongside AWS). Receives engineering support from NVIDIA; NVIDIA CUDA is referenced as the modeling platform. Sonny robots include on-board Nvidia 5060Ti GPUs (16GB VRAM) for point-cloud construction and Ti0 inference.
• MassRoboticscoreStrategic or Co-development Partner · 12 November 2025Tutor Intelligence is a resident startup of MassRobotics, the Boston-based independent robotics innovation hub. Participates in the AWS/NVIDIA-backed Physical AI Fellowship managed by MassRobotics. MassRobotics resident startups have collectively raised $2B since 2017. The MassRobotics ecosystem connects Tutor with co-marketing, talent, and partner access.
• MIT Computer Science and Artificial Intelligence Laboratory (MIT CSAIL)coreStrategic or Co-development Partner · 1 January 2021Tutor was founded in 2021 out of MIT's Computer Science and Artificial Intelligence Laboratory (CSAIL) by Josh Gruenstein and Alon Kosowsky-Sachs. Co-founders met and conducted graduate research at MIT; ongoing research ties and talent pipeline from MIT.

Scale indicators12 records

Recent moves7 records

Expansion highlights6 records

Direct peers

• Locus Robotics: Locus Robotics is a direct peer in warehouse and logistics automation, deploying autonomous mobile robots (AMRs) for picking and material handling in 3PL, retail, and CPG operations under a Robots-as-a-Service subscription model — directly comparable to Tutor's RaaS offering and customer segments.
• Agility Robotics: Agility Robotics builds the Digit humanoid robot for warehouse and logistics material handling, with commercial deployments at Amazon and GXO. It is a direct peer to Tutor in the humanoid-robot-for-industrial-work category and competes for the same Fortune-class supply-chain customers.
• Figure AI: Figure AI is developing a general-purpose humanoid robot (Figure 01/02) with backing from OpenAI, Microsoft, and NVIDIA, targeting commercial deployment in manufacturing and logistics. It is a direct peer to Tutor's Sonny humanoid program and is pursuing similar end markets with materially more capital.
• Apptronik: Apptronik develops the Apollo humanoid robot for industrial and commercial applications, with partnerships including Google DeepMind and Mercedes-Benz. It is a direct peer to Tutor in the general-purpose humanoid-for-manufacturing category and is pursuing similar customer pipelines with significantly more capital raised.
• Formic: Formic offers industrial robots (palletizing, welding, machine tending) under a Robots-as-a-Service subscription model targeting U.S. manufacturers that cannot justify automation capex. It is a direct peer to Tutor in democratizing factory automation via RaaS, particularly for small and mid-sized manufacturers.
• Rapid Robotics: Rapid Robotics provides pre-configured robotic cells for machine tending, palletizing, and inspection under a subscription model to U.S. manufacturers. It is a direct peer in the RaaS-for-manufacturing category, addressing the same small/mid-market customer pain points as Tutor.
• Dexterity: Dexterity builds AI-powered robotic systems for warehouse tasks including palletizing, depalletizing, and order fulfillment, with enterprise customers across logistics and retail. It directly overlaps with Tutor's palletizing and case-picking workflows and serves similar Fortune-class supply-chain end markets.

Broad incumbents

• Symbotic: Symbotic is a publicly traded warehouse automation incumbent providing end-to-end robotic palletizing, case-picking, and storage systems to large CPG and retail customers (including Walmart). It addresses the same end markets as Tutor but at vastly larger scale and with a different (capex-heavy) commercial model.
• Berkshire Grey: Berkshire Grey provides AI-enabled robotic sortation, picking, and fulfillment systems to e-commerce, retail, and logistics customers. It overlaps with Tutor's case-picking and warehouse automation focus, although it is now part of SoftBank and operates at broader scale across multiple workflows.

Emerging players

• Covariant (acquired by Amazon): Covariant developed foundation models for robotic picking and manipulation and was acquired by Amazon in 2024 to power warehouse robots. Its AI-driven manipulation approach is closely comparable to Tutor's Ti0 VLA model strategy, though its technology is now embedded inside Amazon's fulfillment network.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/tutorintel
• GitHubgithub.com/tutorintelligence
• LinkedInlinkedin.com/company/tutorintelligence

Compliance2 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles3 records

Funding overview

Funding rounds4 records

Investors4 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Tutor Intelligence