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AI data market
53 guides · page 1 of 2
Databricks data marketplace: alternatives for licensing business data
What listing on the Databricks data marketplace requires, what Delta Sharing does and does not solve, and when managed licensing fits your business records.
After layoffs: what to do with departed employees' email and Slack
Departed employee email retention after layoffs: stop automatic deletion, restrict who can read old accounts, and record rights before deciding what to keep.
AI data licensing trends in 2026 that operating companies should know
AI data licensing trends in 2026 for operating companies: seven shifts in demand, platform terms, documentation and privacy, and what each means for you.
AI in wholesale distribution: quoting, order entry and the records behind them
AI in wholesale distribution often starts at quoting and order entry. See the order-to-cash map, what each AI task learns from, and which records matter most.
Are company records included when you sell your business?
Are records included in a business sale? How stock and asset deals treat books and records, what sellers may keep, and what it means for licensing data.
Bankrupt company data auctions for AI: lessons from the 2026 airline case
What the 2026 Spirit Airlines data auction showed trustees: what was sold, what was carved out, the privacy rules that apply and a pre-marketing checklist.
California AB 2013 explained for companies that license data to AI
California AB 2013 explained for data suppliers: each disclosure item a developer posts, how your records may be described, and clauses to settle first.
Can a data supplier be pulled into an AI copyright lawsuit?
Data licensor liability in AI lawsuits: how a supplier gets named, subpoenaed or hit with an indemnity claim, and the contract terms that limit exposure.
Can audit logs and activity histories be licensed for AI training?
You can license audit logs for AI training under three conditions: whose data they hold, personal details removed and vendor terms. Which logs carry value.
Chain of title for AI training data: what buyers now ask suppliers to prove
Chain of title for training data, as a checklist: the documents that prove you own, control and may license operational records, and where chains break.
Company records as a creditor recovery asset: what trustees should know
Data assets can add to creditor recovery if they are preserved before systems shut off. Trustee steps: preserve, inventory, review rights, seek approval.
Data licensing revenue and EBITDA: how buyers and lenders treat it
How acquirers and lenders usually treat data licensing revenue in EBITDA, which deal structures read as recurring, and the records a CFO should keep.
Data rights in M&A due diligence: what buyers now check because of AI
Data rights due diligence now covers AI. A checklist of what acquirers request on data sources, customer contracts, AI tool use and outbound data licenses.
Design partnerships with AI startups: is trading data for product access wise?
AI startup design partner data deals can work when tightly scoped. Use this checklist of rights to keep before trading company records for early access.
Do acquirers pay more for companies with valuable data?
Does data increase company valuation? Only under specific conditions. Learn which ones apply in a sale and what evidence acquirers need before giving credit.
Does proprietary data still create a moat when AI is a commodity?
Proprietary data is still a moat in AI only when it is hard to reproduce and keeps renewing. Five tests, and license terms that protect it.
Employees moonlighting as AI trainers: confidentiality risks for employers
Employees moonlighting in AI training can leak confidential work. A risk checklist, policy clauses to consider, and how to respond without overreaching.
Enterprise data and AI: license it, use it internally, or both?
License data or build your own AI? A decision matrix for CEOs on when a non-exclusive license and internal AI can share the same records, and when they clash.
Expert contractors vs company records: two ways AI labs buy domain knowledge
Expert contractors vs proprietary data: how AI labs source domain knowledge, where company records win on realism and history, and what owners control.
Failed startups selling Slack and email archives to AI: what happened
What happened when failed startups sold Slack and email archives to AI developers in 2026, the concerns raised, and the controls to insist on first.
How company archives become RL gyms for AI agents
How an RL gym is built from company data: steps from Slack, ticket and code archives to scored agent tasks, and what owners and wind-down officers control.
How to shut down a company in 2026: the data steps most checklists miss
How to shut down a company without losing records you need or could license: the data steps to add to a standard wind-down checklist, in the right order.
Is AI hurting vertical SaaS valuations? What owners can do in 2026
AI's impact on SaaS valuations in 2026: the new questions acquirers ask vertical software owners, and the value levers you control, including your records.
Is business data copyrighted? What protects support tickets, emails and logs
Is business data copyrighted? Facts are not, but written records often are. See how copyright, trade secret, contracts and privacy apply to each record type.
Is product usage analytics valuable for AI training?
Product analytics data for AI training is thin on its own. It gains value when usage events link to tickets, fixes and outcomes. A CTO's guide to scoping it.
Is training AI on copyrighted data fair use? Where US courts stand in 2026
Is AI training fair use? A plain-language status table of US court outcomes so far, what is still open, and what it means for companies with private records.
Is web scraping for AI training legal? Why private business data is different
Is web scraping for AI training legal? See the claims scrapers face, why internal business records sit outside that fight, and how they reach AI lawfully.
Is your company data already contaminated by AI-written text?
AI-generated text in company data changes what you can license. How CTOs date AI tool adoption, find affected systems and split archives before and after.
Licensing data to open-weight model developers: extra risks to consider
Thinking of licensing data to open-weight model developers? Released weights cannot be recalled. See the extra risks and the license terms to require first.
Licensing to an AI lab vs a vertical AI startup: what's different?
Licensing data to an AI lab vs a vertical AI startup: how scope, contract terms, payment risk and competitive exposure differ, and what to ask each buyer.
Model collapse explained for business leaders
Model collapse in plain terms: why AI trained on AI output loses rare cases, and what that means for demand for real, human-made business records.
Open-source code in your repositories: what it means for licensing to AI
Open source code license terms shape any AI training deal for your repos. How to separate first-party code, vendored OSS, customer code and secrets first.
Pirated vs lawfully acquired training data: why acquisition now matters
Pirated training data lawsuits made acquisition a legal question of its own. See how each sourcing route compares and what licensed records need to prove.
Selling code and ticket histories from a closed software company
Can you sell source code and Jira history from a closed company? A founder's checklist on ownership, open source, customer code and secrets before any deal.
Should you delete old business records or keep them for AI value?
Delete old business records or keep them? Use four tests (obligation, cost, risk, value) to decide record family by record family, with AI value included.
Should you wait for AI data prices to rise before licensing?
When to license data to AI: the timing factors that matter more than price forecasts, from aging records and system retirements to rights and buyer demand.
The RL environment boom: what it means for companies with workflow records
The RL environments market explained for operating companies: why agent builders need real workflow records as task seeds, realistic state and graders.
Third-party content hiding in your archives: what to exclude before licensing
Third-party content in company archives, from purchased reports to vendor manuals and pirated PDFs, must come out before licensing. Use this exclusion list.
Training license vs retrieval license: what's the difference?
Training license vs retrieval license: how buyer rights, retention, refresh and licensor risk differ when AI companies train on or retrieve your records.
Verifiable outcomes: why records with clear results are worth more to AI
Verifiable rewards training data needs records with checkable results. See which outcome fields in tickets, jobs, orders and NCRs raise a record's value.
What is dark data, and is it worth anything?
Dark data is information your company stores but never uses. Learn which dark data has real AI licensing value, which is a liability, and how to tell.
What is decision data and why AI agents need it
Decision data records who chose what, with which information, and what happened next. See examples by industry and why AI agents need it to act well.
What platform data deals mean for companies with customer community forums
Can you license community forum data to AI? What platform deals mean for B2B companies: post ownership, community terms, personal details and opt-outs.
What the Thomson Reuters v. Ross appeal means for licensing training data
Thomson Reuters v. Ross at the Third Circuit: what the appeal addressed, what it leaves open, and why a training-data licensing market matters to data owners.
What to export before you cancel SaaS subscriptions in a wind-down
An ordered checklist to export data before closing a business: which SaaS systems go first, in what format, and the deadline that applies to each.
When a SaaS company shuts down, what happens to its customers' data?
SaaS shutdown customer data follows the contracts. See which clauses decide return and deletion, and which of its own records a closing vendor may license.
Which industries are under-represented in AI training data?
Industries underrepresented in AI training data include trades, logistics exceptions, plant quality and project coordination. Why their records stay private.
Who gets the money from a shutdown data sale? Creditors, investors and founders
Who gets proceeds from a shutdown asset sale or data license? Secured lenders, other creditors, preferred investors, then founders. How the waterfall works.