Score fit between farms and cooperatives using product mix, volume profile, logistics compatibility, and trust signals.

Calculate per-task LLM cost from token and pricing data

Generate council brief digests from agenda material, community impact, budget tradeoffs, and open questions.

Rewrite council or board agendas into plainer public-facing summaries with clearer issue framing and expected decisions.

Score cotton supply chain traceability completeness

Recommend clinic recovery actions after operational disruption using backlog age, staff limits, and patient urgency.

Advise CRM duplicate merges from entity match, activity history, ownership conflict, revenue risk, and field completeness

Advise markdown timing using sell-through pace, seasonality, margin targets, and space pressure.

Validate credit card numbers via Luhn algorithm and detect card brand instantly

Track loan stipulations from stip type, borrower status, evidence quality, deadline, and funding impact

Monitor loan covenant risk from ratio trend, reporting date, waiver status, borrower notes, and threshold distance

Score low vision rehabilitation needs from functional data

Estimate short-term cash flow stress for small businesses using receivable timing, payroll pressure, seasonality, and th

Estimate near-term demand shifts for local businesses using booking trends, weather, event activity, and purchase timing

Convert Markdown to clean HTML with frontmatter parsing and live preview

Route last mile delivery exceptions from address quality, driver note, customer urgency, weather, and SLA breach risk

Score e-government service digitization maturity level

Assess routine stability for people living with dementia using schedule drift, sleep irregularity, missed tasks, and env

Estimate and optimize fee drag across cross-border payment methods, FX spreads, local acquiring, and settlement routes.

Score cross-sell propensity from purchase history data