# Calto Data

> Calto Data is an independent data-licensing introducer for small and mid-size businesses. It helps companies license a defined copy of their operating records to AI companies for model training and evaluation. Businesses keep their originals and sign any licence directly with the buyer.

Last updated: 2026-10-25. Contact: hello@caltodata.com. Languages: English, 繁體中文 (/zh-hant/), 简体中文 (/zh-hans/), 日本語 (/ja/), 한국어 (/ko/), Deutsch (/de/), Français (/fr/), Español (/es/).

## Key facts
- Calto Data does not buy, resell or host data, and does not represent any single buyer.
- The eligibility check is free, takes about 2 minutes (12 questions) and uploads no files: https://caltodata.com/apply/
- Calto Data may receive referral compensation from a buyer, disclosed before any introduction.
- No sale, price or payment is guaranteed. Published program figures put typical deals at $100K–$1M.
- Best fit: owner-operated firms with roughly 20–500 staff and 5+ years of company-created records, especially manufacturing, engineering, inspection, maintenance, semiconductors, energy and technical services, in the US, Europe, Japan, Korea, Taiwan, Hong Kong, Singapore and mainland China.
- Usually not a fit: firms whose records mainly belong to clients (accountants, law firms, payroll providers) and datasets that are mostly personal information.

## Industries
- [Manufacturing & industrial companies](https://caltodata.com/industries/manufacturing/): Manufacturers can license copies of their production, quality, maintenance and inspection records to AI companies, because those records show how skilled people solve real problems on the shop floor.
- [Construction companies](https://caltodata.com/industries/construction/): Construction companies can license records from completed projects — RFIs, submittals, change orders, schedules, daily reports and drawings — to AI companies that want to learn how projects are planned and delivered.
- [Hardware engineering companies](https://caltodata.com/industries/hardware-engineering/): Hardware engineering companies can license CAD assemblies, circuit designs, design reviews and test results to AI companies, which use them to learn how physical products are designed, verified and revised.
- [Inspection, testing & maintenance companies](https://caltodata.com/industries/inspection-maintenance/): Inspection, testing and maintenance companies can license their inspection reports, measurements and repair histories to AI companies, because those records show expert diagnosis under real conditions.
- [Energy, oil & gas and utilities](https://caltodata.com/industries/energy-utilities/): Energy, oil and gas and utility companies can license operating logs, maintenance histories and incident reviews to AI companies that want to learn how complex physical assets are run safely.
- [Logistics & transport companies](https://caltodata.com/industries/logistics/): Logistics and transport companies can license shipment, routing and exception-handling records to AI companies, which use them to learn how freight is planned, moved and recovered when things go wrong.
- [Semiconductor & materials companies](https://caltodata.com/industries/semiconductors/): Semiconductor and materials companies, and their engineering teams, can license research collections — run records that tie each process recipe to a measured result, yield analyses and characterization data — to AI companies building scientific and engineering models.
- [Research & testing labs](https://caltodata.com/industries/research-labs/): Research and testing labs can license experiment records, methods and results — including failed experiments — to AI companies that train models to reason about scientific work.
- [Digital health companies](https://caltodata.com/industries/digital-health/): Digital health companies can license de-identified records, such as consented visit recordings, transcripts and clinical notes, to AI companies, but only within strict health-privacy rules and patient consents.
- [Medical practices & health systems](https://caltodata.com/industries/medical-practices/): Medical practices and health systems can license de-identified patient records with years of physician notes to AI companies, provided the records are de-identified to a recognised standard and the use is lawful in their jurisdiction.
- [Imaging & diagnostics centers](https://caltodata.com/industries/imaging-diagnostics/): Imaging and diagnostics centers can license de-identified imaging studies and diagnostic tests, together with their reports, to AI companies that train and evaluate medical imaging models.
- [Cybersecurity companies](https://caltodata.com/industries/cybersecurity/): Cybersecurity companies can license sanitized alert triage, investigation notes and incident write-ups to AI companies that want to teach models how analysts detect and respond to threats.
- [AI product companies](https://caltodata.com/industries/ai-product-companies/): AI product companies can license consented usage data — agent runs, prompts and responses, human feedback and evaluations — to AI labs that need real-world examples of how people use AI tools.
- [Software & SaaS companies](https://caltodata.com/industries/software-companies/): Software and SaaS companies can license code history, issue trackers, support tickets and engineering discussions to AI companies, which use them to train and evaluate coding and support agents.
- [Law firms](https://caltodata.com/industries/law-firms/): Law firms can license firm-owned know-how — templates, precedents and internal guides — and, only where professional rules and client consent allow, anonymized work product from closed matters.
- [Design & web agencies](https://caltodata.com/industries/design-agencies/): Design and web agencies can license design files, design systems, briefs and the code behind their sites to AI companies, where the agency owns the rights or clients consent.
- [Investment firms](https://caltodata.com/industries/investment-firms/): Investment firms can license closed-deal records — investment memos, diligence work, credit files and portfolio reporting — to AI companies, after removing confidential and personal information.
- [Payments & fintech companies](https://caltodata.com/industries/fintech-payments/): Payments and fintech companies can license anonymized transaction, order, fraud-review and support records to AI companies, once cardholder and personal data are removed.
- [Game studios](https://caltodata.com/industries/game-studios/): Game studios can license the code, design documents, assets and gameplay footage behind games they own to AI companies building models for game development and interactive worlds.
- [Publishers & education companies](https://caltodata.com/industries/publishers-education/): Publishers and education companies can license long-form content they hold the rights to — journals, textbooks, courses and video — to AI companies, provided their contracts with authors cover this use.

## Guides
- [Can you sell your company’s data to AI companies?](https://caltodata.com/guides/sell-company-data-to-ai/): Yes. AI developers now pay businesses to license copies of their internal records — documents, tickets, logs and drawings — to train and test models, and published programs quote $100K to $4M+ for qualified companies.
- [How much is your company’s data worth to AI companies?](https://caltodata.com/guides/how-much-is-company-data-worth/): Published programs value qualified company data at $100K to $4M+, and Google bid $10M for one airline’s internal records in 2026 — but there is no standard price, and value depends on volume, uniqueness, quality and the rights you grant.
- [What data do AI companies buy from businesses?](https://caltodata.com/guides/what-data-ai-companies-buy/): AI companies buy non-public business records that show how real work gets done — operating procedures, support tickets, CRM histories, engineering drawings, inspection results and maintenance logs — and they avoid personal and third-party data.
- [Can manufacturers license their data to AI companies?](https://caltodata.com/guides/manufacturing-data-for-ai/): Yes. Manufacturers, engineering firms and inspection companies hold drawings, process settings, quality records and maintenance logs that rarely appear online, and data programs already list systems such as AutoCAD among the sources they license.
- [How to prepare company records for AI licensing](https://caltodata.com/guides/prepare-data-for-ai-licensing/): Before licensing records to an AI company, confirm your company has the right to license them, remove or de-identify personal information under the privacy law that applies to you, and agree a written scope of exactly what is included.
- [What should an AI data licensing agreement include?](https://caltodata.com/guides/ai-data-licensing-agreement/): An AI data licensing agreement should define exactly which records are licensed, what the buyer may use them for, how long they keep them, how they are protected and deleted, who is liable if something goes wrong, and how and when you are paid.
- [What Spirit Airlines’ $10M data sale means for your business](https://caltodata.com/guides/spirit-airlines-data-sale/): In August 2026 Google won a bankruptcy auction for Spirit Airlines’ internal records with a $10M bid, putting a public price on the everyday operating data of an ordinary company — finance, operations, emails and code — with customer data excluded.
- [Can you sell your company’s data when it shuts down?](https://caltodata.com/guides/sell-company-data-when-closing/): Yes. AI labs and data vendors now buy the archives of closed and closing companies — Slack, email, code and project tools — usually for tens of thousands of dollars for a small startup and up to $10M for a large company, provided personal data is removed and the company has the right to sell.
- [Which AI data licensing programs pay businesses for their records?](https://caltodata.com/guides/ai-data-licensing-programs-compared/): At least a dozen programs now license business records to AI labs. Published payout ranges run from $10K to $4M+, most require 20–40 employees, and few publish terms for businesses in Japan, Taiwan, Hong Kong, Singapore or China.
- [Can Asian businesses license their data to AI companies?](https://caltodata.com/guides/license-business-data-from-asia/): Yes, but most published programs are built for English-speaking companies in North America and Europe, so businesses in Japan, Taiwan, Hong Kong, Singapore and mainland China need to check language requirements, local privacy law and cross-border transfer rules before licensing records.
- [How can engineering teams license research data collections?](https://caltodata.com/guides/license-research-data-collections/): Engineering and R&D teams license a research collection by scoping a defined set of experiments — inputs, settings, measurements and conclusions — clearing ownership, customer IP and export-control limits, then licensing a de-identified copy for AI training or evaluation while keeping the originals.
- [Do export controls apply when you license data to AI companies?](https://caltodata.com/guides/export-controls-ai-data-licensing/): They can. Technical data about controlled items — advanced semiconductor processes, specialist materials, aerospace or defence parts — can count as “technology” under US, EU and Japanese export rules, so sending it to a foreign buyer may need a licence. Most ordinary business records are not controlled.
- [How do you license medical imaging data to AI companies?](https://caltodata.com/guides/medical-imaging-data-licensing/): Imaging centres and practices license de-identified studies — DICOM images with their linked radiology reports and outcomes — to AI companies building diagnostic models, after removing patient identifiers under HIPAA or GDPR and agreeing exactly how the data may be used.
- [How can a business monetize its data?](https://caltodata.com/guides/data-monetization-for-businesses/): A business can monetize its data in three ways: use it to improve its own products and decisions, sell data products or feeds to other companies, or license a one-off copy of its historical records to AI companies. The AI route is the newest and needs no ongoing product, which makes it a fit for companies that have never sold data before.
- [Is micro1 legit for companies licensing their data?](https://caltodata.com/guides/is-micro1-legit/): Yes, micro1 is a legitimate company: it runs programs for individual experts and data partnerships that license company records to AI labs. But a legitimate buyer is not automatically the best deal. Before you sign with any single buyer, check the contract and compare what others would pay for the same records.
- [What do data annotation companies and AI data labs actually do?](https://caltodata.com/guides/data-annotation-companies/): Data annotation and labeling companies turn raw material into training data: people and software tag, rank and correct examples so AI models can learn from them. They rarely own that raw material, which is why AI labs also license real work records directly from businesses.
- [Should you sell business data on a data marketplace?](https://caltodata.com/guides/data-marketplace-vs-licensing/): Data marketplaces list datasets for buyers to browse and license, which suits standard data sold many times, such as market feeds. Internal business records are usually better licensed directly, because their value depends on scope, de-identification and contract terms that a listing can’t set.
- [Is licensing company data the same as using a data broker?](https://caltodata.com/guides/data-broker-vs-data-licensing/): No. Data brokers collect information, often about people, and resell it to many buyers with little say for the source. Licensing business data means you grant a named buyer limited rights to a defined copy of your own records, with personal data removed and permitted uses fixed in a contract.
- [Can your company license its robotics data for AI training?](https://caltodata.com/guides/robotics-data-licensing/): Yes. Developers of robot foundation models and physical AI need real robot data: teleoperation sessions, sensor logs and records of tasks succeeding and failing. Factories, warehouses and robotics integrators already collect much of it, and can license a de-identified copy while keeping the originals.
- [Can you license lidar and driving data to AI companies?](https://caltodata.com/guides/lidar-driving-data-licensing/): Yes. Autonomy, mapping and robotics teams license lidar point clouds, camera footage and vehicle logs from fleets, surveyors and infrastructure firms. The most valuable datasets cover places, weather and events that public datasets miss.
- [Can your business license video and multimodal data for AI?](https://caltodata.com/guides/video-multimodal-data-licensing/): Yes. Video and multimodal models need footage paired with text, audio or sensor data, and first-person (egocentric) video of skilled work is especially scarce. Businesses with training videos, inspection footage or recorded procedures can license a copy once people’s consent and rights are sorted.
- [Does synthetic data replace real business data?](https://caltodata.com/guides/synthetic-data-vs-real-data/): No. Synthetic data, generated by models or simulators, is cheap and plentiful, but it can only reflect what its generator already knows. AI developers still license real records to anchor synthetic data, cover rare cases and test models against reality.
- [Where does AI training data come from?](https://caltodata.com/guides/ai-training-data/): AI training data is the text, images, audio, video and records a model learns from. It comes from four main sources: the public web, licensed datasets, data created by people for the purpose, and synthetic data. As the public web runs out, licensed data from businesses has become one of the most sought-after sources.

## FAQ
- What is data licensing for AI? It is a contract that lets an AI developer use a defined copy of your records, for agreed purposes such as model training or evaluation, in exchange for payment. You keep ownership of the originals.
- Who buys business data for AI training? AI labs, companies building models for specific industries, and data partners that assemble datasets for them. Each buyer publishes or negotiates its own requirements.
- Is licensing the same as selling our data? No. A licence grants limited rights to a copy for a set purpose and period. Selling usually transfers ownership. Most business data deals for AI are licences.
- What does Calto Data do? Calto Data is an independent introducer. We check whether your records are a likely fit for AI buyers and introduce you when they are. We don’t buy or host data.
- What kinds of businesses are a good fit? Owner-operated firms with roughly 20–500 staff and several years of digital records they created themselves, especially in manufacturing, engineering, inspection, maintenance, semiconductors, energy and technical services.
- What records are most valuable? Records that show a complete task with its reasoning and outcome: drawings with revision history, inspection results with corrective actions, maintenance logs, support tickets with resolutions, and operating procedures.
- Are we too small? Volume matters, but depth matters more. A 30-person firm with 15 years of well-kept inspection records can be more useful than a larger firm with scattered files.
- Do records in Japanese or Chinese count? Yes. Buyers increasingly look for non-English professional records. Japanese, Traditional Chinese and Simplified Chinese records can be a strength.
- Who is usually not a fit? Firms whose records mainly belong to their clients, such as accountants, law firms and payroll providers, and datasets that are mostly personal information about individuals.
- How much is our data worth? There is no standard price. Published programs list $100K–$4M+ for qualified company data. In August 2026 Google bid $10M for Spirit Airlines’ internal records. Price depends on volume, uniqueness, quality and permitted uses.
- Does Calto Data charge us? No. The check is free. We may receive referral compensation from a buyer, which is disclosed before any introduction you agree to.
- Can we limit how the buyer uses our records? Yes. Permitted uses, retention, onward sharing and deletion are negotiated and written into the licence.
- Can we license only part of our records? Yes. A proposal can focus on one team, workflow, system or period, and exclude named customers or projects.
- Do we upload anything to Calto Data? No. The check only asks you to describe your business. Never send customer, health, personnel, financial or confidential records through this website.
- What about personal information in our records? It is removed or de-identified before delivery, by agreed specialists, under a written scope you approve and the privacy laws that apply to you.
- What about our customers’ confidential information? Check your customer contracts first. Records covered by confidentiality terms may need consent or exclusion. Raise this early; it shapes the scope.
- Is our inquiry shared with buyers? No. Inquiries are reviewed privately by Calto Data and are not forwarded to buyers without your permission.

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