380 validated prompts. 13 industries. Ready to run.
Every install ships with a built-in console of 380 tested prompts — document understanding, extraction to JSON, function calling, classification, multilingual, vision, video, and speech scenarios, purpose-built for 13 industries. Browse the catalog below, then install the server and run any of them against your own content — each prompt is one click to try and one click to copy into your application as cURL, JSON, or Python.
Download & try it Getting Started guidePrompt catalog
P001
Grounded answer with citations
Search & Retrieval
P002
Strict grounded answer (regulated)
Search & Retrieval
P003
Extractive answer (quotes only)
Search & Retrieval
P004
Answer with a confidence signal
Search & Retrieval
P005
Standalone query rewrite
Search & Retrieval
P006
Query decomposition for multi-hop
Search & Retrieval
P007
Query expansion for hybrid recall
Search & Retrieval
P008
HyDE probe passage
Search & Retrieval
P009
Passage relevance grading
Search & Retrieval
P010
Listwise reranking
Search & Retrieval
P011
Contextual chunk enrichment
Search & Retrieval
P012
Answer with source conflict detection
Search & Retrieval
P013
Executive summary of a long document
Document Understanding
P014
Structured brief with decisions and owners
Document Understanding
P015
Section-by-section outline
Document Understanding
P016
Change summary between two versions
Document Understanding
P017
Action items from a transcript
Document Understanding
P018
Policy digest with effective dates
Document Understanding
P019
Contract key-terms summary
Document Understanding
P020
Multi-document synthesis
Document Understanding
P021
Rewrite a technical doc for a new audience
Document Understanding
P022
Search result abstract
Document Understanding
P023
Schema-bound JSON extraction
Extraction & Structuring
P024
Typed entity extraction
Extraction & Structuring
P025
Table extraction
Extraction & Structuring
P026
Index-time metadata extraction
Extraction & Structuring
P027
Form and invoice field extraction
Extraction & Structuring
P028
Date and deadline extraction
Extraction & Structuring
P029
Relationship extraction for a knowledge graph
Extraction & Structuring
P030
Taxonomy tagging against a controlled vocabulary
Extraction & Structuring
P031
Product attribute normalization
Extraction & Structuring
P032
Contact and organization extraction
Extraction & Structuring
P033
Intent classification
Classification & Routing
P034
Query router
Classification & Routing
P035
Sentiment and aspect classification
Classification & Routing
P036
Support ticket triage
Classification & Routing
P037
Content moderation triage
Classification & Routing
P038
Language and script detection
Classification & Routing
P039
Document type classification
Classification & Routing
P040
Answerability pre-check
Classification & Routing
P041
Escalation detector
Classification & Routing
P042
Grounded assistant system prompt
Conversational
P043
Follow-up: retrieve or answer
Conversational
P044
Clarifying question with options
Conversational
P045
Graceful no-answer and handoff
Conversational
P046
Conversation summarization for carryover
Conversational
P047
Tone-matched rewrite
Conversational
P048
Multi-turn slot filling
Conversational
P049
Session recap for human handoff
Conversational
P050
Out-of-scope deflection
Conversational
P051
Tool-using agent system prompt
Agentic & Tool Use
P052
Plan then act
Agentic & Tool Use
P053
Iterative retrieval loop
Agentic & Tool Use
P054
Multi-hop chaining
Agentic & Tool Use
P055
Tool argument validation
Agentic & Tool Use
P056
Self-check before finishing
Agentic & Tool Use
P057
Tool error recovery
Agentic & Tool Use
P058
Structured and unstructured reconciliation
Agentic & Tool Use
P059
Decompose a vague request
Agentic & Tool Use
P060
Agent final report
Agentic & Tool Use
P061
Image caption and object inventory
Multimodal
P062
Grounded visual Q&A
Multimodal
P063
OCR transcription
Multimodal
P064
Document image field extraction
Multimodal
P065
Chart reading and data recovery
Multimodal
P066
Diagram to structure
Multimodal
P067
UI element grounding
Multimodal
P068
Next GUI action
Multimodal
P069
Video summary with timestamps
Multimodal
P070
Object counting
Multimodal
P071
Draft from approved sources only
Generation & Rewriting
P072
Constrained rewrite
Generation & Rewriting
P073
Brand voice transfer from examples
Generation & Rewriting
P074
Length-constrained variants
Generation & Rewriting
P075
FAQ generation from a document
Generation & Rewriting
P076
Reply drafted from a case record
Generation & Rewriting
P077
Release notes from a change list
Generation & Rewriting
P078
Product description from attributes
Generation & Rewriting
P079
Faithful translation
Multilingual
P080
Translation with nuance notes
Multilingual
P081
Cross-lingual query generation
Multilingual
P082
Answer in the user's language from another language's sources
Multilingual
P083
Glossary-consistent translation
Multilingual
P084
Multilingual query normalization
Multilingual
P085
Zero-result query clustering
Search Analytics & Ops
P086
Content gap report
Search Analytics & Ops
P087
Synonym and stopword candidate mining
Search Analytics & Ops
P088
Query intent distribution
Search Analytics & Ops
P089
Facet and filter suggestions
Search Analytics & Ops
P090
Search result quality triage
Search Analytics & Ops
P091
Faithfulness judge
Evaluation & QA
P092
Answer relevance scorer
Evaluation & QA
P093
Retrieval precision judge
Evaluation & QA
P094
Hallucination detector
Evaluation & QA
P095
Synthetic eval-set generation
Evaluation & QA
P096
Pairwise A/B judge
Evaluation & QA
P097
Retrieved content as data
Guardrails & Safety
P098
Scope enforcement
Guardrails & Safety
P099
Output PII redaction
Guardrails & Safety
P100
Sensitive request deflection
Guardrails & Safety
P101
Needle recall: migration budget
Document UnderstandingFinancial Services
P102
Needle recall: project code
Document UnderstandingFinancial Services
P103
Needle recall: bond reference
Document UnderstandingFinancial Services
P104
Policy recall: hail deductible
Document UnderstandingInsurance
P105
Policy recall: reporting window
Document UnderstandingInsurance
P106
Protocol recall: max daily dose
Document UnderstandingHealthcare
P107
Protocol recall: follow-up window
Document UnderstandingHealthcare
P108
Cited multi-fact recall
Document UnderstandingFinancial Services
P109
Section-by-section outline
Document UnderstandingInsurance
P110
Manager brief from protocol doc
Document UnderstandingHealthcare
P111
Deep outline at 1024 tokens
Document UnderstandingFinancial Services
P112
Grounded yes/no with quote
Document UnderstandingInsurance
P113
Two-timeline multi-hop
Document UnderstandingHealthcare
P114
Cross-section reasoning
Document UnderstandingFinancial Services
P115
Absent-fact honesty
Document Understanding
P116
Recall fee amount from thread
ConversationalFinancial Services
P117
Recall incident day
ConversationalInsurance
P118
Summarize reschedule request
ConversationalHealthcare
P119
Net balance across turns
ConversationalFinancial Services
P120
Compare two deductibles
ConversationalInsurance
P121
Total tablets across turns
ConversationalHealthcare
P122
Code-word carryover
Conversational
P123
Explain second list item
ConversationalFinancial Services
P124
Claim number into email
ConversationalInsurance
P125
Pharmacy correction carryover
ConversationalHealthcare
P126
Mandatory disclaimer line
ConversationalFinancial Services
P127
Brand voice + word cap
ConversationalInsurance
P128
Scope refusal (no diagnosis)
ConversationalHealthcare
P129
One-sentence format lock
Conversational
P130
JSON-only responder
ConversationalFinancial Services
P131
Answer-in-Spanish lock
Conversational
P132
Off-topic redirect
ConversationalInsurance
P133
Numbered-list format lock
ConversationalHealthcare
P134
Balance lookup tool call
Agentic & Tool UseFinancial Services
P135
Funds transfer with typed args
Agentic & Tool UseFinancial Services
P136
File claim from prose
Agentic & Tool UseInsurance
P137
Claim status lookup
Agentic & Tool UseInsurance
P138
Schedule appointment tool
Agentic & Tool UseHealthcare
P139
Prescription refill tool
Agentic & Tool UseHealthcare
P140
No-tool restraint
Agentic & Tool UseFinancial Services
P141
Tool result to answer (claim)
Agentic & Tool UseInsurance
P142
Tool result to answer (balance)
Agentic & Tool UseFinancial Services
P143
Tool error handling
Agentic & Tool UseHealthcare
P144
Two-intent tool choice
Agentic & Tool UseInsurance
P145
Spelled-out amount to number
Agentic & Tool UseFinancial Services
P146
KYC record extraction
Extraction & StructuringFinancial Services
P147
FNOL to JSON
Extraction & StructuringInsurance
P148
Visit note to JSON
Extraction & StructuringHealthcare
P149
AML triage JSON
Extraction & StructuringFinancial Services
P150
Damaged-items array
Extraction & StructuringInsurance
P151
Dose change to JSON
Extraction & StructuringHealthcare
P152
JSON array (days of week)
Extraction & Structuring
P153
JSON without json-mode
Extraction & StructuringFinancial Services
P154
Stop sequence (array)
API & Sampling
P155
Stop sequence (string)
API & Sampling
P156
Seeded determinism
API & SamplingFinancial Services
P157
max_tokens cutoff
API & Sampling
P158
Seeded nucleus sampling
API & SamplingInsurance
P159
top_k + min_p
API & Sampling
P160
Repetition-penalty poem
API & Sampling
P161
Frequency/presence penalties
API & SamplingHealthcare
P162
logit_bias passthrough
API & Sampling
P163
Greedy hello
API & Sampling
P164
Streaming paragraph
API & SamplingFinancial Services
P165
Streaming numbered list
API & SamplingInsurance
P166
Thinking: average speed
API & Sampling
P167
No-think: quick multiply
API & Sampling
P168
Thinking: simple interest
API & SamplingFinancial Services
P169
No-think: coinsurance
API & SamplingInsurance
P170
Amortization function
Code & MathFinancial Services
P171
Claims SQL rollup
Code & MathInsurance
P172
BMI function with validation
Code & MathHealthcare
P173
Account-number regex
Code & MathFinancial Services
P174
Claim dataclass
Code & MathInsurance
P175
JSON to JS extraction
Code & MathHealthcare
P176
Fix the average bug
Code & Math
P177
Explain AML SQL
Code & MathFinancial Services
P178
grep one-liner
Code & Math
P179
Date validator
Code & MathHealthcare
P180
Compound interest
Code & MathFinancial Services
P181
Pro-rata refund
Code & MathInsurance
P182
Per-dose milligrams
Code & MathHealthcare
P183
Days until due
Code & MathFinancial Services
P184
Fahrenheit to Celsius
Code & Math
P185
Coinsurance formula
Code & MathInsurance
P186
Syllogism check
Code & Math
P187
Percent growth
Code & MathFinancial Services
P188
French: statement notice
MultilingualFinancial Services
P189
German: claim approved
MultilingualInsurance
P190
Spanish: medication timing
MultilingualHealthcare
P191
Chinese: bank holiday
MultilingualFinancial Services
P192
Japanese: appointment
MultilingualHealthcare
P193
Portuguese: renewal notice
MultilingualInsurance
P194
Language ID + translate (FR)
Multilingual
P195
Answer in French
MultilingualFinancial Services
P196
Language ID + translate (ES)
MultilingualHealthcare
P197
Hindi + transliteration
Multilingual
P198
Emoji interpretation
Guardrails & Safety
P199
Special-token passthrough
Guardrails & Safety
P200
Absurd-length token
Guardrails & Safety
P201
Injection in retrieved doc
Guardrails & SafetyFinancial Services
P202
Markdown to plain text
Guardrails & Safety
P203
Typo-only correction
Guardrails & SafetyHealthcare
P204
Three-language greeting
Guardrails & Safety
P205
JSON embedded in prose
Guardrails & SafetyInsurance
P206
Whitespace-wrapped question
Guardrails & Safety
P207
Number-format comparison
Guardrails & SafetyFinancial Services
P208
Raw completion: colors
API & Sampling
P209
Raw completion: APR
API & SamplingFinancial Services
P210
Raw completion: premium
API & SamplingInsurance
P211
Raw completion: hypertension
API & SamplingHealthcare
P212
Raw completion with stop
API & Sampling
P213
Claim damage photo notes
MultimodalInsurance
P214
Count the red circles
Multimodal
P215
Read the ER sign
MultimodalHealthcare
P216
Payment receipt reading
MultimodalFinancial Services
P217
Receipt to JSON
MultimodalFinancial Services
P218
Budget chart reading
MultimodalFinancial Services
P219
Chart peak year
MultimodalHealthcare
P220
Claim form fields
MultimodalInsurance
P221
Claim form deductible
MultimodalInsurance
P222
Flowchart first decision
Multimodal
P223
Rate table lookup
MultimodalInsurance
P224
Medication bottle reading
MultimodalHealthcare
P225
Label directions
MultimodalHealthcare
P226
Fruit ID + absence check
Multimodal
P227
ATM scene reading
MultimodalFinancial Services
P228
Process steps from video
MultimodalInsurance
P229
Final on-screen text
MultimodalInsurance
P230
Moving-object direction
Multimodal
P231
Count video steps
Multimodal
P232
Step after verification
MultimodalInsurance
P233
Two-sentence video summary
Multimodal
P234
MP4: summarize steps
MultimodalInsurance
P235
MP4: opening text
Multimodal
P236
Transcribe: balance
Voice & AudioFinancial Services
P237
Transcribe: amount words
Voice & AudioFinancial Services
P238
Transcribe: claim intent
Voice & AudioInsurance
P239
Transcribe: date
Voice & AudioInsurance
P240
Transcribe: appointment
Voice & AudioHealthcare
P241
Transcribe: weekday
Voice & AudioHealthcare
P242
Transcribe: policy digits
Voice & AudioInsurance
P243
Transcription with prompt bias
Voice & AudioInsurance
P244
Speak: approval line
Voice & AudioFinancial Services
P245
Speak: claim status
Voice & AudioInsurance
P246
Speak: arrival instructions
Voice & AudioHealthcare
P247
Speak: short goodbye
Voice & Audio
P248
Edit: recolor the car
Multimodal
P249
Edit: watercolor style
Multimodal
P250
Edit: change the ground
Multimodal
P251
Work order to JSON
Extraction & StructuringManufacturing
P252
Defect severity triage
Classification & RoutingManufacturing
P253
Inventory lookup tool
Agentic & Tool UseManufacturing
P254
High-priority work order
Agentic & Tool UseManufacturing
P255
OEE calculation
Code & MathManufacturing
P256
Maintenance log recall
Document UnderstandingManufacturing
P257
Shift handover summary
Document UnderstandingManufacturing
P258
German safety instruction
MultilingualManufacturing
P259
Assembly line photo
MultimodalManufacturing
P260
Lockout-tagout checklist
Generation & RewritingManufacturing
P261
Meter reading to JSON
Extraction & StructuringEnergy
P262
Tiered bill calculation
Code & MathEnergy
P263
Report outage tool
Agentic & Tool UseEnergy
P264
Usage history tool
Agentic & Tool UseEnergy
P265
Downed-line triage
Classification & RoutingEnergy
P266
Inspection recall (ppm)
Document UnderstandingEnergy
P267
Inspection summary
Document UnderstandingEnergy
P268
Spanish outage notice
MultilingualEnergy
P269
Wind farm photo
MultimodalEnergy
P270
Capacity factor
Code & MathEnergy
P271
Order to JSON
Extraction & StructuringRetail
P272
Aspect sentiment
Classification & RoutingRetail
P273
Stock check tool
Agentic & Tool UseRetail
P274
Order tracking tool
Agentic & Tool UseRetail
P275
Discount + tax total
Code & MathRetail
P276
Review synthesis
Document UnderstandingRetail
P277
French product copy
MultilingualRetail
P278
Store scene photo
MultimodalRetail
P279
Return window check
ConversationalRetail
P280
Attribute-only product copy
Generation & RewritingRetail
P281
Trial record to JSON
Extraction & StructuringLife Sciences
P282
Adverse event grading
Classification & RoutingLife Sciences
P283
Sampling count recall
Document UnderstandingLife Sciences
P284
Dilution calculation
Code & MathLife Sciences
P285
Trial status tool
Agentic & Tool UseLife Sciences
P286
Compound lookup tool
Agentic & Tool UseLife Sciences
P287
Dosing summary
Document UnderstandingLife Sciences
P288
Spanish consent line
MultilingualLife Sciences
P289
Laboratory photo
MultimodalLife Sciences
P290
Gene entity extraction
Extraction & StructuringLife Sciences
P291
Permit application to JSON
Extraction & StructuringGovernment
P292
Citizen request routing
Classification & RoutingGovernment
P293
Ordinance fine recall
Document UnderstandingGovernment
P294
Permit fee calculation
Code & MathGovernment
P295
Case status tool
Agentic & Tool UseGovernment
P296
Inspection scheduling tool
Agentic & Tool UseGovernment
P297
Minutes to action items
Document UnderstandingGovernment
P298
Spanish closure notice
MultilingualGovernment
P299
Capitol photo
MultimodalGovernment
P300
PII redaction
Guardrails & SafetyGovernment
P301
Incident ticket to JSON
Extraction & StructuringTechnology
P302
Ticket priority triage
Classification & RoutingTechnology
P303
Service restart tool
Agentic & Tool UseTechnology
P304
Alert query tool
Agentic & Tool UseTechnology
P305
SLA uptime math
Code & MathTechnology
P306
Runbook recall
Document UnderstandingTechnology
P307
Changelog to release notes
Document UnderstandingTechnology
P308
Paginated API client
Code & MathTechnology
P309
Data center photo
MultimodalTechnology
P310
Log root cause
Guardrails & SafetyTechnology
P311
Contract terms to JSON
Extraction & StructuringLegal
P312
Clause classification
Classification & RoutingLegal
P313
Renewal notice recall
Document UnderstandingLegal
P314
Liability cap math
Code & MathLegal
P315
Case-law search tool
Agentic & Tool UseLegal
P316
Docket lookup tool
Agentic & Tool UseLegal
P317
Risk terms summary
Document UnderstandingLegal
P318
French confidentiality line
MultilingualLegal
P319
Courtroom photo
MultimodalLegal
P320
No-legal-advice guardrail
ConversationalLegal
P321
Enrollment to JSON
Extraction & StructuringEducation
P322
Student request routing
Classification & RoutingEducation
P323
Late policy recall
Document UnderstandingEducation
P324
Weighted grade math
Code & MathEducation
P325
Grades lookup tool
Agentic & Tool UseEducation
P326
Tutoring booking tool
Agentic & Tool UseEducation
P327
Syllabus summary
Document UnderstandingEducation
P328
Spanish parent notice
MultilingualEducation
P329
Lecture hall photo
MultimodalEducation
P330
Rubric feedback
Generation & RewritingEducation
P331
Account to JSON
Extraction & StructuringTelecom
P332
Alarm severity triage
Classification & RoutingTelecom
P333
Rollback condition recall
Document UnderstandingTelecom
P334
Overage calculation
Code & MathTelecom
P335
Coverage check tool
Agentic & Tool UseTelecom
P336
Service ticket tool
Agentic & Tool UseTelecom
P337
Customer change notice
Document UnderstandingTelecom
P338
German roaming notice
MultilingualTelecom
P339
Cell tower photo
MultimodalTelecom
P340
Troubleshooting thread
ConversationalTelecom
P341
Manifest to JSON
Extraction & StructuringLogistics
P342
Exception routing
Classification & RoutingLogistics
P343
Hazmat rule recall
Document UnderstandingLogistics
P344
Dimensional weight
Code & MathLogistics
P345
Shipment tracking tool
Agentic & Tool UseLogistics
P346
Pickup scheduling tool
Agentic & Tool UseLogistics
P347
Delay notification
Document UnderstandingLogistics
P348
Spanish delivery note
MultilingualLogistics
P349
Warehouse photo
MultimodalLogistics
P350
Address correction thread
ConversationalLogistics
P351
Shipment status sequence
MultimodalLogistics
P352
Final shipment status
MultimodalLogistics
P353
Tracking number OCR
MultimodalLogistics
P354
Last bar to appear
MultimodalFinancial Services
P355
Final chart state
MultimodalFinancial Services
P356
Light start/end colors
Multimodal
P357
Light color order
Multimodal
P358
Yellow light present?
Multimodal
P359
MP4: shipment journey
MultimodalLogistics
P360
MP4: tracking number
MultimodalLogistics
P361
Transcribe: hydraulic fault
Voice & AudioManufacturing
P362
Transcribe: line + time
Voice & AudioManufacturing
P363
Transcribe: return intent
Voice & AudioRetail
P364
Transcribe: order digits
Voice & AudioRetail
P365
Transcribe: UK accent
Voice & AudioTelecom
P366
Transcribe: AU accent
Voice & AudioGovernment
P367
Transcribe: IN accent
Voice & AudioEducation
P368
Transcribe: fast speech
Voice & AudioFinancial Services
P369
Long-form: customs
Voice & AudioLogistics
P370
Long-form: weekday
Voice & AudioLogistics
P371
22 kHz sample-rate clip
Voice & AudioFinancial Services
P372
Noisy-audio clip
Voice & AudioInsurance
P373
Speak: bank IVR menu
Voice & AudioFinancial Services
P374
Speak: claim update
Voice & AudioInsurance
P375
Speak: appointment reminder
Voice & AudioHealthcare
P376
Speak: order shipped
Voice & AudioRetail
P377
Speak: outage notice
Voice & AudioEnergy
P378
Speak: closure notice
Voice & AudioEducation
P379
Speak: shipment update
Voice & AudioLogistics
P380
Speak: amount + date
Voice & Audio