# ToolGrail

> An independent directory of AI tools organised by the work people do: 1964 tools, 862 roles, 66 tasks and 55 sectors, across technical and non-technical work. Last reviewed 2026-11-04.

Use the page for a role, task, or sector to answer "which AI tools suit this work?". Please cite the specific page URL and its review date.

## Evidence levels
- source-reviewed (62): an editor read the official product and pricing pages.
- vendor-submitted (0): supplied by the vendor and approved by an editor. Claims are the vendor's own.
- site-checked (1868): official site reached on the review date. Pricing and integrations not yet reviewed.
- site-unconfirmed (34): official site blocked our automated check.

Unverified values are unknown, not zero. Role and sector fit is editorial, not a certification or benchmark. Placement is not for sale.

## Directory
- [A-Z directory](https://toolgrail.vercel.app/directory/): every tool, role, task, and sector
- [Tools](https://toolgrail.vercel.app/tools/)
- [Roles](https://toolgrail.vercel.app/roles/)
- [Sectors](https://toolgrail.vercel.app/sectors/)
- [Tasks](https://toolgrail.vercel.app/tasks/)
- [AI skill guides](https://toolgrail.vercel.app/skills/)
- [What's new](https://toolgrail.vercel.app/whats-new/)
- [Methodology](https://toolgrail.vercel.app/methodology/)

## Sectors
- [Pharma & biotech](https://toolgrail.vercel.app/sectors/pharma-biotech/): Discover, test, manufacture, and bring medicines to patients.
- [Medical devices & diagnostics](https://toolgrail.vercel.app/sectors/medical-devices-diagnostics/): Develop and regulate devices, diagnostics, and imaging products.
- [Public health & epidemiology](https://toolgrail.vercel.app/sectors/public-health-epidemiology/): Monitor population health and evaluate interventions.
- [Universities & academic research](https://toolgrail.vercel.app/sectors/universities-academic-research/): Teach, investigate, publish, and win research funding.
- [Mathematics & statistics](https://toolgrail.vercel.app/sectors/mathematics-statistics/): Develop mathematical methods and analyse uncertainty.
- [Economics & policy](https://toolgrail.vercel.app/sectors/economics-policy/): Model economies, evaluate policy, and forecast outcomes.
- [Banking & capital markets](https://toolgrail.vercel.app/sectors/banking-capital-markets/): Finance companies, manage portfolios, and control financial risk.
- [Accounting, audit & tax](https://toolgrail.vercel.app/sectors/accounting-audit-tax/): Keep records, test financial statements, and advise on tax.
- [Insurance & actuarial](https://toolgrail.vercel.app/sectors/insurance-actuarial/): Price risk, underwrite policies, and settle claims.
- [Chemistry & materials science](https://toolgrail.vercel.app/sectors/chemistry-materials-science/): Discover and characterise molecules, reactions, and materials.
- [Earth, climate & geospatial](https://toolgrail.vercel.app/sectors/earth-climate-geospatial/): Study the planet and map environmental change.
- [Social sciences & humanities](https://toolgrail.vercel.app/sectors/social-sciences-humanities/): Study people, societies, language, and culture.
- [Libraries, archives & museums](https://toolgrail.vercel.app/sectors/libraries-archives-museums/): Preserve collections and help people find knowledge.
- [Translation & language services](https://toolgrail.vercel.app/sectors/translation-language-services/): Carry meaning across languages and markets.
- [Architecture & urban planning](https://toolgrail.vercel.app/sectors/architecture-urban-planning/): Design buildings, places, and urban systems.
- [Aerospace & defence](https://toolgrail.vercel.app/sectors/aerospace-defence/): Design, test, and maintain aircraft, spacecraft, and defence systems.
- [Automotive & mobility](https://toolgrail.vercel.app/sectors/automotive-mobility/): Engineer vehicles, autonomy, and mobility services.
- [Game development](https://toolgrail.vercel.app/sectors/game-development/): Design, build, and publish interactive entertainment.
- [Fashion & apparel design](https://toolgrail.vercel.app/sectors/fashion-apparel-design/): Design, photograph, and market clothing and accessories.
- [FMCG & consumer goods](https://toolgrail.vercel.app/sectors/fmcg-consumer-goods/): Make, market, and distribute everyday packaged goods such as food, drinks, toiletries, and household products.
- [Wholesale & distribution](https://toolgrail.vercel.app/sectors/wholesale-distribution/): Buy and sell goods in bulk: stock godowns, bill retailers, collect dues, and deliver orders.
- [Restaurants & food service](https://toolgrail.vercel.app/sectors/restaurants-food-service/): Run restaurants, cafes, bars, and catering, from the kitchen to the books.
- [Veterinary & animal health](https://toolgrail.vercel.app/sectors/veterinary-animal-health/): Provide and document care for animals.
- [Semiconductors & chip design](https://toolgrail.vercel.app/sectors/semiconductors-chip-design/): Design, verify, and bring up integrated circuits, from RTL to tape-out and silicon validation.
- [Electronics & embedded systems](https://toolgrail.vercel.app/sectors/electronics-embedded-systems/): Design circuit boards, firmware, and connected electronic products.
- [Electrical & instrumentation engineering](https://toolgrail.vercel.app/sectors/electrical-instrumentation-engineering/): Design electrical systems, and instrument, measure, and control plants and equipment.
- [Freelance & creator economy](https://toolgrail.vercel.app/sectors/freelance-creator-economy/): Work independently: selling services, creating content, teaching online, and running a one-person business.
- [Technology & software](https://toolgrail.vercel.app/sectors/technology-software/): Build, test, and maintain digital products.
- [Healthcare & social care](https://toolgrail.vercel.app/sectors/healthcare-social-care/): Coordinate care teams, information, and operations.
- [Education & learning](https://toolgrail.vercel.app/sectors/education-learning/): Create learning materials and run educational programs.
- [Finance & insurance](https://toolgrail.vercel.app/sectors/finance-insurance/): Analyze business performance and communicate findings.
- [Manufacturing](https://toolgrail.vercel.app/sectors/manufacturing/): Support production, quality, and maintenance operations.
- [Retail & ecommerce](https://toolgrail.vercel.app/sectors/retail-ecommerce/): Create product content and understand store performance.
- [Marketing & advertising](https://toolgrail.vercel.app/sectors/marketing-advertising/): Plan campaigns and create consistent brand content.
- [Construction & engineering](https://toolgrail.vercel.app/sectors/construction-engineering/): Coordinate projects, documents, and stakeholder updates.
- [Agriculture & forestry](https://toolgrail.vercel.app/sectors/agriculture-forestry/): Organize field information and agricultural operations.
- [Energy & utilities](https://toolgrail.vercel.app/sectors/energy-utilities/): Explore energy data and communicate operational plans.
- [Transport & logistics](https://toolgrail.vercel.app/sectors/transport-logistics/): Manage transport information and supply chain reporting.
- [Hospitality & tourism](https://toolgrail.vercel.app/sectors/hospitality-tourism/): Prepare guest communications and operational materials.
- [Legal & professional services](https://toolgrail.vercel.app/sectors/legal-professional-services/): Organize professional knowledge and administrative work.
- [Real estate](https://toolgrail.vercel.app/sectors/real-estate/): Produce property materials and manage client workflows.
- [Government & public services](https://toolgrail.vercel.app/sectors/government-public-services/): Prepare public information and analyze service delivery.
- [Media & publishing](https://toolgrail.vercel.app/sectors/media-publishing/): Develop editorial content and organize production.
- [Arts, culture & entertainment](https://toolgrail.vercel.app/sectors/arts-culture-entertainment/): Develop creative concepts and coordinate experiences.
- [Science & research](https://toolgrail.vercel.app/sectors/science-research/): Organize research operations and communicate findings.
- [Telecommunications](https://toolgrail.vercel.app/sectors/telecommunications/): Support technical documentation and service reporting.
- [Mining & extraction](https://toolgrail.vercel.app/sectors/mining-extraction/): Organize exploration information and operational reports.
- [Water, waste & environment](https://toolgrail.vercel.app/sectors/water-waste-environment/): Track environmental information and service operations.
- [HR & business support](https://toolgrail.vercel.app/sectors/hr-business-support/): Coordinate hiring, onboarding, and internal operations.
- [Nonprofits & associations](https://toolgrail.vercel.app/sectors/nonprofits-associations/): Communicate impact and coordinate community programs.
- [Personal & repair services](https://toolgrail.vercel.app/sectors/personal-repair-services/): Manage appointments, customer messages, and local marketing.
- [Sports & recreation](https://toolgrail.vercel.app/sectors/sports-recreation/): Plan activities and create participant communications.
- [Food & beverage production](https://toolgrail.vercel.app/sectors/food-beverage-production/): Document processes and communicate product information.
- [Household & domestic services](https://toolgrail.vercel.app/sectors/household-domestic-services/): Coordinate schedules and everyday administrative tasks.
- [International organizations](https://toolgrail.vercel.app/sectors/international-organizations/): Coordinate programs and share knowledge across teams.

## Tasks
- [Chip design & verification](https://toolgrail.vercel.app/tasks/chip-design/): Write RTL, verify designs, and close timing from netlist to tape-out.
- [PCB & electronics design](https://toolgrail.vercel.app/tasks/pcb-electronics/): Draw schematics, choose components, lay out boards, and check power and signal integrity.
- [Embedded firmware & IoT](https://toolgrail.vercel.app/tasks/embedded-firmware/): Write, debug, and test firmware for microcontrollers and connected devices.
- [FPGA design & prototyping](https://toolgrail.vercel.app/tasks/fpga-design/): Build, simulate, and run digital logic on FPGAs.
- [Test, measurement & instrumentation](https://toolgrail.vercel.app/tasks/test-instrumentation/): Automate lab instruments, hardware-in-the-loop benches, and sensor measurements.
- [PLC & industrial controls](https://toolgrail.vercel.app/tasks/plc-automation/): Program, troubleshoot, and document PLCs, SCADA, and plant control systems.
- [Drug discovery & molecular design](https://toolgrail.vercel.app/tasks/drug-discovery/): Explore targets, predict structures, and design candidate molecules.
- [Run clinical trials](https://toolgrail.vercel.app/tasks/clinical-trials/): Plan feasibility, capture trial data, and manage clinical operations.
- [Regulatory affairs & drug safety](https://toolgrail.vercel.app/tasks/regulatory-affairs/): Draft submissions and manage regulated quality and safety records.
- [Bioinformatics & genomics](https://toolgrail.vercel.app/tasks/bioinformatics/): Analyze sequences and run reproducible biological data pipelines.
- [Medical imaging & pathology](https://toolgrail.vercel.app/tasks/medical-imaging/): Support review and triage of radiology and pathology images by clinicians.
- [Chemistry & materials modelling](https://toolgrail.vercel.app/tasks/chemistry-materials/): Search reactions, simulate molecules, and develop materials.
- [Mathematics & proofs](https://toolgrail.vercel.app/tasks/math-computation/): Compute, solve, graph, and formally verify mathematical work.
- [Statistics & data science](https://toolgrail.vercel.app/tasks/statistics-modelling/): Build statistical models, run experiments, and analyse research data.
- [Economic modelling & forecasting](https://toolgrail.vercel.app/tasks/economic-modelling/): Estimate economic models, build forecasts, and work with macro data.
- [Market & investment research](https://toolgrail.vercel.app/tasks/market-investment-research/): Analyse filings, markets, and companies for investment decisions.
- [Risk, compliance & AI governance](https://toolgrail.vercel.app/tasks/risk-compliance/): Monitor controls, financial crime, privacy, and AI policy.
- [Tax & audit](https://toolgrail.vercel.app/tasks/tax-audit/): Research tax questions and test financial records for audit.
- [Insurance claims & actuarial work](https://toolgrail.vercel.app/tasks/insurance-actuarial/): Support claims, underwriting, and actuarial pricing.
- [Academic writing & citations](https://toolgrail.vercel.app/tasks/academic-writing/): Prepare manuscripts, manage references, and check citations.
- [Surveys & qualitative research](https://toolgrail.vercel.app/tasks/qualitative-analysis/): Code interviews, analyse open text, and run surveys.
- [Translate & localize](https://toolgrail.vercel.app/tasks/translate-localize/): Translate content and manage multilingual review.
- [Maps & geospatial analysis](https://toolgrail.vercel.app/tasks/geospatial-analysis/): Analyse satellite imagery and spatial data.
- [Climate & sustainability](https://toolgrail.vercel.app/tasks/climate-sustainability/): Measure emissions and monitor environmental risk.
- [Precision agriculture](https://toolgrail.vercel.app/tasks/precision-agriculture/): Use field data and imagery for crop decisions.
- [Architecture & construction planning](https://toolgrail.vercel.app/tasks/architecture-bim/): Explore site options, model buildings, and track construction.
- [Archives & digital humanities](https://toolgrail.vercel.app/tasks/humanities-archives/): Transcribe, clean, and analyse historical and cultural collections.
- [Build apps without coding](https://toolgrail.vercel.app/tasks/build-apps-no-code/): Create internal tools and web apps from plain-language prompts.
- [Build & evaluate AI models](https://toolgrail.vercel.app/tasks/ml-development/): Find open models, track experiments, and evaluate AI applications.
- [Edit & cull photos](https://toolgrail.vercel.app/tasks/edit-photos/): Select, retouch, and enhance photographs, including product images.
- [Grow an audience](https://toolgrail.vercel.app/tasks/grow-audience/): Plan content, schedule posts, research topics, and build a following.
- [Teach & sell courses online](https://toolgrail.vercel.app/tasks/teach-online/): Create courses, tutor remotely, and run paid learning communities.
- [Run hotels & guest services](https://toolgrail.vercel.app/tasks/hotel-operations/): Manage properties, pricing, reservations, and guest communication.
- [Run restaurants & food service](https://toolgrail.vercel.app/tasks/restaurant-operations/): Manage orders, food costs, staff rotas, reservations, and menus.
- [Design & develop fashion](https://toolgrail.vercel.app/tasks/fashion-design/): Sketch, simulate garments in 3D, forecast trends, and manage collections.
- [Merchandise & run retail](https://toolgrail.vercel.app/tasks/retail-operations/): Plan ranges, merchandise products, manage stores, and market to customers.
- [Brand, trade & route to market](https://toolgrail.vercel.app/tasks/fmcg-commercial/): Track market share, test concepts, plan trade promotions, and manage shelf execution.
- [Run wholesale & godowns](https://toolgrail.vercel.app/tasks/wholesale-distribution/): Manage bulk stock, godowns, billing, retailer credit, and orders.
- [Manage deliveries & routes](https://toolgrail.vercel.app/tasks/delivery-management/): Plan routes, dispatch drivers, track deliveries, and record proof of delivery.
- [Write & review SQL](https://toolgrail.vercel.app/tasks/database-sql/): Draft, explain, and check SQL queries against a real schema.
- [Tune database performance](https://toolgrail.vercel.app/tasks/database-tuning/): Find slow queries, read execution plans, and test index changes.
- [Administer & migrate databases](https://toolgrail.vercel.app/tasks/database-administration/): Monitor, secure, back up, and change production databases.
- [Design schemas & data models](https://toolgrail.vercel.app/tasks/data-modelling/): Model tables and relationships, and review schema changes.
- [Build data pipelines & warehouses](https://toolgrail.vercel.app/tasks/data-pipelines/): Move, transform, test, and orchestrate data for analysis.
- [Store & search embeddings](https://toolgrail.vercel.app/tasks/vector-search/): Run vector search for semantic search and retrieval applications.
- [Run a freelance business](https://toolgrail.vercel.app/tasks/run-freelance-business/): Find clients, send proposals and contracts, invoice, and track time.
- [Write & edit content](https://toolgrail.vercel.app/tasks/write-and-edit/): Draft clear emails, reports, briefs, and customer communications.
- [Analyze data](https://toolgrail.vercel.app/tasks/analyze-data/): Explore operational data, build reports, and communicate trends.
- [Create visuals](https://toolgrail.vercel.app/tasks/create-visuals/): Develop presentations, campaign assets, and visual concepts.
- [Summarize meetings](https://toolgrail.vercel.app/tasks/summarize-meetings/): Turn conversations into notes, decisions, and follow-up actions.
- [Automate workflows](https://toolgrail.vercel.app/tasks/automate-workflows/): Connect apps and reduce repetitive administrative work.
- [Write & test code](https://toolgrail.vercel.app/tasks/write-and-test-code/): Draft code, explore implementations, and review changes.
- [Find team knowledge](https://toolgrail.vercel.app/tasks/find-team-knowledge/): Find and summarize information in connected team documents.
- [Research & review evidence](https://toolgrail.vercel.app/tasks/research-evidence/): Find sources and synthesize research for further review.
- [Sales & prospecting](https://toolgrail.vercel.app/tasks/sales-outreach/): Research prospects, prepare outreach, and support sales workflows.
- [Customer support](https://toolgrail.vercel.app/tasks/customer-support/): Respond to customer questions and manage service information.
- [Manage projects & business](https://toolgrail.vercel.app/tasks/manage-projects/): Organize tasks, teams, projects, and operational updates.
- [Recruit & develop talent](https://toolgrail.vercel.app/tasks/recruit-talent/): Support recruitment, skills discovery, and workforce planning.
- [Engineering & product design](https://toolgrail.vercel.app/tasks/design-engineering/): Explore engineering designs and industrial development workflows.
- [Plan supply chains & logistics](https://toolgrail.vercel.app/tasks/plan-supply-chain/): Support demand, inventory, shipment, and supply planning.
- [Legal research & drafting](https://toolgrail.vercel.app/tasks/legal-research/): Support legal research and document review by qualified professionals.
- [Clinical documentation](https://toolgrail.vercel.app/tasks/clinical-documentation/): Assist clinicians with documenting care conversations.
- [Plan lessons & learning](https://toolgrail.vercel.app/tasks/lesson-planning/): Prepare teaching materials, learning activities, and study aids.
- [Secure software & systems](https://toolgrail.vercel.app/tasks/cybersecurity/): Identify software risks and support security review.
- [Finance & accounting](https://toolgrail.vercel.app/tasks/finance-accounting/): Support bookkeeping, finance operations, and business reporting.
- [Create video & audio](https://toolgrail.vercel.app/tasks/create-video-audio/): Produce and edit video, speech, and audio materials.

## Role families
Development & technology, Consulting & advisory, B2B sales & customer success, Manufacturing & industrial operations, Logistics & supply chain, Business management, Pharma & life sciences, Healthcare & clinical practice, Research & academia, Mathematics, statistics & data, Economics & policy, Banking, investment & insurance, Accounting, audit & tax, Law & compliance, Education & training, Engineering & built environment, Earth, energy & agriculture, Humanities, language & culture, Media & creative work, Public sector & nonprofit, Freelance, creators & independents, Hospitality, travel & events, Restaurants & food service, Fashion, retail & merchandising, Beauty & wellness, FMCG & consumer goods, Wholesale, godowns & distribution, Trades, services & small business, Databases & data engineering, Semiconductors, electronics & hardware

## Data
- [Tool catalog JSON](https://toolgrail.vercel.app/catalog.json)
- [Roles, tasks and sectors JSON](https://toolgrail.vercel.app/roles.json)
- [Every tool in plain text](https://toolgrail.vercel.app/llms-full.txt)
- [RSS feed of new tools](https://toolgrail.vercel.app/feed.xml)
- [Sitemap](https://toolgrail.vercel.app/sitemap.xml)

## MCP server
Remote, read-only, no key needed: https://toolgrail.vercel.app/api/mcp/ (Streamable HTTP). Tools: search_tools, get_tool, recommend_tools, compare_tools, list_taxonomy. Every listing returns its canonical URL, evidence level, review date, pricing fields and sources. Ranking scores are not returned and are not ratings.