Collaboration with Bill Inmon on Analytical AIRead Article

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QUERYBOOST AI PROMPT
Analyze this communication between a registered rep and customer: {message_text}
Classify for the following FINRA compliance risks:
1. Performance guarantee or unauthorized promise
2. Unsuitable recommendation without documented basis
3. Suggestion to borrow money to invest
Return risk_level (none/low/medium/high) and reasoning.
AI OUTPUT SCHEMA
risk: enum[none, low, medium, high]
performance_guarantee: boolean
no_basis_recommendation: boolean
borrow_to_invest: boolean
reasoning: string
Scroll right for more →
message_text
risk
perf_guar
no_basis
borrow
reasoning
I'd put everything into this fund if I were you. It's basically guaranteed to double in the next year based on what I'm seeing internally.
Happy to discuss your retirement allocation. Let me know when works for a call.
If you need to free up cash, you could take a HELOC and invest it. The returns will more than cover the interest.
Given your timeline and risk tolerance, a 60/40 split might work, but let's review your full financial picture first.
This stock is going to $200, trust me. I've never been wrong on these.
I received your documents. I'll review them and get back to you by end of day.
You really can't lose with this one. Everyone I've put in it has made at least 30%.
Let me send you the prospectus so you can review the risks before we proceed.
Thanks for your patience. Your transfer should complete by Friday.
I'm telling you, get in now before it's too late. This is insider knowledge.
Based on your risk questionnaire, I'd recommend we stay conservative with your allocation.
Your quarterly statement is attached. Let me know if you have any questions.
I guarantee you'll see 20% returns this year. Put in as much as you can.
Let's schedule a review of your portfolio next week. What day works best?
You should sell your house and put the equity into this opportunity. You won't regret it.
I understand your concerns. Let's discuss some lower-risk options that might be a better fit.
Great talking with you today. I'll send the account opening forms shortly.
Don't tell anyone, but this IPO is going to be huge. Get in before the public offering.
Your beneficiary update has been processed. You'll receive confirmation by mail.
I can get you into this fund before they close it to new investors. Act now.
I'd put everything into this fund if I were you. It's basically guaranteed to double in the next year based on what I'm seeing internally.
Happy to discuss your retirement allocation. Let me know when works for a call.
If you need to free up cash, you could take a HELOC and invest it. The returns will more than cover the interest.
Given your timeline and risk tolerance, a 60/40 split might work, but let's review your full financial picture first.
This stock is going to $200, trust me. I've never been wrong on these.
I received your documents. I'll review them and get back to you by end of day.
You really can't lose with this one. Everyone I've put in it has made at least 30%.
Let me send you the prospectus so you can review the risks before we proceed.
Thanks for your patience. Your transfer should complete by Friday.
I'm telling you, get in now before it's too late. This is insider knowledge.
Based on your risk questionnaire, I'd recommend we stay conservative with your allocation.
Your quarterly statement is attached. Let me know if you have any questions.
I guarantee you'll see 20% returns this year. Put in as much as you can.
Let's schedule a review of your portfolio next week. What day works best?
You should sell your house and put the equity into this opportunity. You won't regret it.
I understand your concerns. Let's discuss some lower-risk options that might be a better fit.
Great talking with you today. I'll send the account opening forms shortly.
Don't tell anyone, but this IPO is going to be huge. Get in before the public offering.
Your beneficiary update has been processed. You'll receive confirmation by mail.
I can get you into this fund before they close it to new investors. Act now.
I'd put everything into this fund if I were you. It's basically guaranteed to double in the next year based on what I'm seeing internally.
Happy to discuss your retirement allocation. Let me know when works for a call.
If you need to free up cash, you could take a HELOC and invest it. The returns will more than cover the interest.
Given your timeline and risk tolerance, a 60/40 split might work, but let's review your full financial picture first.
This stock is going to $200, trust me. I've never been wrong on these.
I received your documents. I'll review them and get back to you by end of day.
You really can't lose with this one. Everyone I've put in it has made at least 30%.
Let me send you the prospectus so you can review the risks before we proceed.
Thanks for your patience. Your transfer should complete by Friday.
I'm telling you, get in now before it's too late. This is insider knowledge.
Based on your risk questionnaire, I'd recommend we stay conservative with your allocation.
Your quarterly statement is attached. Let me know if you have any questions.
I guarantee you'll see 20% returns this year. Put in as much as you can.
Let's schedule a review of your portfolio next week. What day works best?
You should sell your house and put the equity into this opportunity. You won't regret it.
I understand your concerns. Let's discuss some lower-risk options that might be a better fit.
Great talking with you today. I'll send the account opening forms shortly.
Don't tell anyone, but this IPO is going to be huge. Get in before the public offering.
Your beneficiary update has been processed. You'll receive confirmation by mail.
I can get you into this fund before they close it to new investors. Act now.
I'd put everything into this fund if I were you. It's basically guaranteed to double in the next year based on what I'm seeing internally.
Happy to discuss your retirement allocation. Let me know when works for a call.
If you need to free up cash, you could take a HELOC and invest it. The returns will more than cover the interest.
Given your timeline and risk tolerance, a 60/40 split might work, but let's review your full financial picture first.
This stock is going to $200, trust me. I've never been wrong on these.
I received your documents. I'll review them and get back to you by end of day.
You really can't lose with this one. Everyone I've put in it has made at least 30%.
Let me send you the prospectus so you can review the risks before we proceed.
Thanks for your patience. Your transfer should complete by Friday.
I'm telling you, get in now before it's too late. This is insider knowledge.
Based on your risk questionnaire, I'd recommend we stay conservative with your allocation.
Your quarterly statement is attached. Let me know if you have any questions.
I guarantee you'll see 20% returns this year. Put in as much as you can.
Let's schedule a review of your portfolio next week. What day works best?
You should sell your house and put the equity into this opportunity. You won't regret it.
I understand your concerns. Let's discuss some lower-risk options that might be a better fit.
Great talking with you today. I'll send the account opening forms shortly.
Don't tell anyone, but this IPO is going to be huge. Get in before the public offering.
Your beneficiary update has been processed. You'll receive confirmation by mail.
I can get you into this fund before they close it to new investors. Act now.
I'd put everything into this fund if I were you. It's basically guaranteed to double in the next year based on what I'm seeing internally.
Happy to discuss your retirement allocation. Let me know when works for a call.
If you need to free up cash, you could take a HELOC and invest it. The returns will more than cover the interest.
Given your timeline and risk tolerance, a 60/40 split might work, but let's review your full financial picture first.
This stock is going to $200, trust me. I've never been wrong on these.
I received your documents. I'll review them and get back to you by end of day.
You really can't lose with this one. Everyone I've put in it has made at least 30%.
Let me send you the prospectus so you can review the risks before we proceed.
Thanks for your patience. Your transfer should complete by Friday.
I'm telling you, get in now before it's too late. This is insider knowledge.
Based on your risk questionnaire, I'd recommend we stay conservative with your allocation.
Your quarterly statement is attached. Let me know if you have any questions.
I guarantee you'll see 20% returns this year. Put in as much as you can.
Let's schedule a review of your portfolio next week. What day works best?
You should sell your house and put the equity into this opportunity. You won't regret it.
I understand your concerns. Let's discuss some lower-risk options that might be a better fit.
Great talking with you today. I'll send the account opening forms shortly.
Don't tell anyone, but this IPO is going to be huge. Get in before the public offering.
Your beneficiary update has been processed. You'll receive confirmation by mail.
I can get you into this fund before they close it to new investors. Act now.
I'd put everything into this fund if I were you. It's basically guaranteed to double in the next year based on what I'm seeing internally.
Happy to discuss your retirement allocation. Let me know when works for a call.
If you need to free up cash, you could take a HELOC and invest it. The returns will more than cover the interest.
Given your timeline and risk tolerance, a 60/40 split might work, but let's review your full financial picture first.
This stock is going to $200, trust me. I've never been wrong on these.
I received your documents. I'll review them and get back to you by end of day.
You really can't lose with this one. Everyone I've put in it has made at least 30%.
Let me send you the prospectus so you can review the risks before we proceed.
Thanks for your patience. Your transfer should complete by Friday.
I'm telling you, get in now before it's too late. This is insider knowledge.
Based on your risk questionnaire, I'd recommend we stay conservative with your allocation.
Your quarterly statement is attached. Let me know if you have any questions.
I guarantee you'll see 20% returns this year. Put in as much as you can.
Let's schedule a review of your portfolio next week. What day works best?
You should sell your house and put the equity into this opportunity. You won't regret it.
I understand your concerns. Let's discuss some lower-risk options that might be a better fit.
Great talking with you today. I'll send the account opening forms shortly.
Don't tell anyone, but this IPO is going to be huge. Get in before the public offering.
Your beneficiary update has been processed. You'll receive confirmation by mail.
I can get you into this fund before they close it to new investors. Act now.
I'd put everything into this fund if I were you. It's basically guaranteed to double in the next year based on what I'm seeing internally.
Happy to discuss your retirement allocation. Let me know when works for a call.
If you need to free up cash, you could take a HELOC and invest it. The returns will more than cover the interest.
Given your timeline and risk tolerance, a 60/40 split might work, but let's review your full financial picture first.
This stock is going to $200, trust me. I've never been wrong on these.
I received your documents. I'll review them and get back to you by end of day.
You really can't lose with this one. Everyone I've put in it has made at least 30%.
Let me send you the prospectus so you can review the risks before we proceed.
Thanks for your patience. Your transfer should complete by Friday.
I'm telling you, get in now before it's too late. This is insider knowledge.
Based on your risk questionnaire, I'd recommend we stay conservative with your allocation.
Your quarterly statement is attached. Let me know if you have any questions.
I guarantee you'll see 20% returns this year. Put in as much as you can.
Let's schedule a review of your portfolio next week. What day works best?
You should sell your house and put the equity into this opportunity. You won't regret it.
I understand your concerns. Let's discuss some lower-risk options that might be a better fit.
Great talking with you today. I'll send the account opening forms shortly.
Don't tell anyone, but this IPO is going to be huge. Get in before the public offering.
Your beneficiary update has been processed. You'll receive confirmation by mail.
I can get you into this fund before they close it to new investors. Act now.
I'd put everything into this fund if I were you. It's basically guaranteed to double in the next year based on what I'm seeing internally.
Happy to discuss your retirement allocation. Let me know when works for a call.
If you need to free up cash, you could take a HELOC and invest it. The returns will more than cover the interest.
Given your timeline and risk tolerance, a 60/40 split might work, but let's review your full financial picture first.
This stock is going to $200, trust me. I've never been wrong on these.
I received your documents. I'll review them and get back to you by end of day.
You really can't lose with this one. Everyone I've put in it has made at least 30%.
Let me send you the prospectus so you can review the risks before we proceed.
Thanks for your patience. Your transfer should complete by Friday.
I'm telling you, get in now before it's too late. This is insider knowledge.
Based on your risk questionnaire, I'd recommend we stay conservative with your allocation.
Your quarterly statement is attached. Let me know if you have any questions.
I guarantee you'll see 20% returns this year. Put in as much as you can.
Let's schedule a review of your portfolio next week. What day works best?
You should sell your house and put the equity into this opportunity. You won't regret it.
I understand your concerns. Let's discuss some lower-risk options that might be a better fit.
Great talking with you today. I'll send the account opening forms shortly.
Don't tell anyone, but this IPO is going to be huge. Get in before the public offering.
Your beneficiary update has been processed. You'll receive confirmation by mail.
I can get you into this fund before they close it to new investors. Act now.
I'd put everything into this fund if I were you. It's basically guaranteed to double in the next year based on what I'm seeing internally.
Happy to discuss your retirement allocation. Let me know when works for a call.
If you need to free up cash, you could take a HELOC and invest it. The returns will more than cover the interest.
Given your timeline and risk tolerance, a 60/40 split might work, but let's review your full financial picture first.
This stock is going to $200, trust me. I've never been wrong on these.
I received your documents. I'll review them and get back to you by end of day.
You really can't lose with this one. Everyone I've put in it has made at least 30%.
Let me send you the prospectus so you can review the risks before we proceed.
Thanks for your patience. Your transfer should complete by Friday.
I'm telling you, get in now before it's too late. This is insider knowledge.
Based on your risk questionnaire, I'd recommend we stay conservative with your allocation.
Your quarterly statement is attached. Let me know if you have any questions.
I guarantee you'll see 20% returns this year. Put in as much as you can.
Let's schedule a review of your portfolio next week. What day works best?
You should sell your house and put the equity into this opportunity. You won't regret it.
I understand your concerns. Let's discuss some lower-risk options that might be a better fit.
Great talking with you today. I'll send the account opening forms shortly.
Don't tell anyone, but this IPO is going to be huge. Get in before the public offering.
Your beneficiary update has been processed. You'll receive confirmation by mail.
I can get you into this fund before they close it to new investors. Act now.
I'd put everything into this fund if I were you. It's basically guaranteed to double in the next year based on what I'm seeing internally.
Happy to discuss your retirement allocation. Let me know when works for a call.
If you need to free up cash, you could take a HELOC and invest it. The returns will more than cover the interest.
Given your timeline and risk tolerance, a 60/40 split might work, but let's review your full financial picture first.
This stock is going to $200, trust me. I've never been wrong on these.
I received your documents. I'll review them and get back to you by end of day.
You really can't lose with this one. Everyone I've put in it has made at least 30%.
Let me send you the prospectus so you can review the risks before we proceed.
Thanks for your patience. Your transfer should complete by Friday.
I'm telling you, get in now before it's too late. This is insider knowledge.
Based on your risk questionnaire, I'd recommend we stay conservative with your allocation.
Your quarterly statement is attached. Let me know if you have any questions.
I guarantee you'll see 20% returns this year. Put in as much as you can.
Let's schedule a review of your portfolio next week. What day works best?
You should sell your house and put the equity into this opportunity. You won't regret it.
I understand your concerns. Let's discuss some lower-risk options that might be a better fit.
Great talking with you today. I'll send the account opening forms shortly.
Don't tell anyone, but this IPO is going to be huge. Get in before the public offering.
Your beneficiary update has been processed. You'll receive confirmation by mail.
I can get you into this fund before they close it to new investors. Act now.

PRODUCT

How Queryboost works

Run AI at scale on every text record

1

Connect to your data

Point Queryboost at any text data wherever it lives. No data copying required prior to processing.

  • AWS, GCP, Azure, Databricks, Snowflake, and more
  • Data lakes and data warehouses
  • No data copying or movement required
2

Configure analytical AI pipeline

Define a prompt and output schema. Run AI at scale on every text record. Read, process, and write batch of results in real time.

  • Bidirectional streaming
  • Distributed continuous batching
  • On-demand GPUs (scale to zero)
3

Get AI columns

Analytics-ready tables with AI columns written back to your data platform.

Data Source Connectors
Amazon S3
Amazon S3
Google Cloud Storage
Google Cloud Storage
Azure Data Lake
Azure Data Lake
Databricks
Databricks
Snowflake
Snowflake
ClickHouse
ClickHouse
PostgreSQL
PostgreSQL
And more
Queryboost
Analytical AI Engine
Output Destinations
Data Warehouse
BI Dashboard
Object Storage
Downstream App
id
date
raw_text
884211/15/25I'd put everything into this fund if I were you. It's basically guaranteed to double in the next year based on what I'm seeing internally.
884221/14/25Happy to discuss your retirement allocation. Let me know when works for a call.
884231/13/25If you need to free up cash, you could take a HELOC and invest it. The returns will more than cover the interest.
884241/16/25Given your timeline and risk tolerance, a 60/40 split might work, but let's review your full financial picture first.
884251/17/25This stock is going to $200, trust me. I've never been wrong on these.
884261/15/25I received your documents. I'll review them and get back to you by end of day.
884271/14/25You really can't lose with this one. Everyone I've put in it has made at least 30%.
884281/13/25Let me send you the prospectus so you can review the risks before we proceed.
884291/16/25Thanks for your patience. Your transfer should complete by Friday.
884301/17/25I'm telling you, get in now before it's too late. This is insider knowledge.
884311/15/25Based on your risk questionnaire, I'd recommend we stay conservative with your allocation.
884321/14/25Your quarterly statement is attached. Let me know if you have any questions.
884331/13/25I guarantee you'll see 20% returns this year. Put in as much as you can.
884341/16/25Let's schedule a review of your portfolio next week. What day works best?
884351/17/25You should sell your house and put the equity into this opportunity. You won't regret it.
884361/15/25I understand your concerns. Let's discuss some lower-risk options that might be a better fit.
884211/15/25I'd put everything into this fund if I were you. It's basically guaranteed to double in the next year based on what I'm seeing internally.
884221/14/25Happy to discuss your retirement allocation. Let me know when works for a call.
884231/13/25If you need to free up cash, you could take a HELOC and invest it. The returns will more than cover the interest.
884241/16/25Given your timeline and risk tolerance, a 60/40 split might work, but let's review your full financial picture first.
884251/17/25This stock is going to $200, trust me. I've never been wrong on these.
884261/15/25I received your documents. I'll review them and get back to you by end of day.
884271/14/25You really can't lose with this one. Everyone I've put in it has made at least 30%.
884281/13/25Let me send you the prospectus so you can review the risks before we proceed.
884291/16/25Thanks for your patience. Your transfer should complete by Friday.
884301/17/25I'm telling you, get in now before it's too late. This is insider knowledge.
884311/15/25Based on your risk questionnaire, I'd recommend we stay conservative with your allocation.
884321/14/25Your quarterly statement is attached. Let me know if you have any questions.
884331/13/25I guarantee you'll see 20% returns this year. Put in as much as you can.
884341/16/25Let's schedule a review of your portfolio next week. What day works best?
884351/17/25You should sell your house and put the equity into this opportunity. You won't regret it.
884361/15/25I understand your concerns. Let's discuss some lower-risk options that might be a better fit.
raw_text
risk
violation
reasoning
risk_conf
I'd put everything into this fund...highperf_guaranteeGuarantees returns, recommends concentration0.97
Happy to discuss your retirement...noneRoutine scheduling message0.99
If you need to free up cash, you...highborrow_to_investSuggests HELOC to fund investment0.95
Given your timeline and risk tole...noneAppropriate suitability-based advice0.98
This stock is going to $200, tru...highperf_guaranteeSpecific price prediction, claims infallibility0.96
I received your documents. I'll r...noneAdministrative communication only0.99
You really can't lose with this...highperf_guaranteeClaims zero risk, guarantees returns0.94
Let me send you the prospectus...noneAppropriate risk disclosure0.98
Thanks for your patience. Your...noneService update only0.99
I'm telling you, get in now bef...mediumurgency_pressureCreates false urgency to invest0.87
Based on your risk questionnaire...noneSuitability-based recommendation0.97
Your quarterly statement is atta...noneStandard account servicing0.99
I guarantee you'll see 20% retu...highperf_guaranteeExplicit return guarantee0.96
I can get you into this fund bef...mediumurgency_pressureCreates false scarcity, no explicit guarantee0.82
You should sell your house and...highborrow_to_investRecommends liquidating home for investment0.95
I understand your concerns. Let...noneAddresses concerns appropriately0.99
I'd put everything into this fund...highperf_guaranteeGuarantees returns, recommends concentration0.97
Happy to discuss your retirement...noneRoutine scheduling message0.99
If you need to free up cash, you...highborrow_to_investSuggests HELOC to fund investment0.95
Given your timeline and risk tole...noneAppropriate suitability-based advice0.98
This stock is going to $200, tru...highperf_guaranteeSpecific price prediction, claims infallibility0.96
I received your documents. I'll r...noneAdministrative communication only0.99
You really can't lose with this...highperf_guaranteeClaims zero risk, guarantees returns0.94
Let me send you the prospectus...noneAppropriate risk disclosure0.98
Thanks for your patience. Your...noneService update only0.99
I'm telling you, get in now bef...mediumurgency_pressureCreates false urgency to invest0.87
Based on your risk questionnaire...noneSuitability-based recommendation0.97
Your quarterly statement is atta...noneStandard account servicing0.99
I guarantee you'll see 20% retu...highperf_guaranteeExplicit return guarantee0.96
I can get you into this fund bef...mediumurgency_pressureCreates false scarcity, no explicit guarantee0.82
You should sell your house and...highborrow_to_investRecommends liquidating home for investment0.95
I understand your concerns. Let...noneAddresses concerns appropriately0.99

PROMPT

Analyze {raw_text} to assess compliance risks ...

OUTPUT SCHEMA

risk: string
violation: string
...

SOLUTIONS

Built for enterprise text analytics

Transform raw text into actionable business intelligence.

Regulatory Compliance

Extract and classify compliance-relevant information from documents and communications.

Risk DetectionPolicy ViolationsAudit Trails

Customer Service

Analyze support interactions at scale to improve resolution rates, reduce repeat contacts, and elevate agent performance.

Issue ResolutionAgent QualityCustomer Sentiment

Customer Retention

Extract churn signals from conversations to predict, explain, and prevent customer churn.

Churn PredictionSave Rate OptimizationChurn Driver Attribution

Trust & Safety

Automate content moderation at scale. Classify user-generated content for policy violations.

Violation DetectionNext Best ActionTriage

Legal Case Law

Analyze legal documents and case law at scale. Extract key holdings, citations, and precedents.

Case AnalysisCitation ExtractionPrecedent Research
Coming soon

Insurance Claims

Process insurance claims and documents at scale. Extract claim details, damages, and coverage information.

Claim ProcessingDamage AssessmentCoverage Analysis
Coming soon

WHY QUERYBOOST

Built from the ground up

Not a wrapper around generic LLM APIs. We designed a new distributed streaming inference architecture and trained our own specialized model, all purpose-built to process data at scale.

Analytics-ready tables as output

Structured, schema-conforming AI columns for SQL workflows, BI dashboards, and downstream applications

Cost-effective at scale

Distributed GPU architecture for high throughput and efficient resource utilization

Explainable and auditable

Configurable to include field-level confidence scores, reasoning, and evidence text spans

SECURITY ARCHITECTURE

Enterprise-grade data security

Queryboost operates as a processing layer. Your data platform remains the single source of truth.

Data sovereignty

Your data stays in your environment — never copied or stored by Queryboost

Zero data retention

Stateless processing — data is never stored outside your environment

Network isolation

Private connectivity via VPC endpoints, Private Link, or platform-native secure channels

Encryption

Data encrypted in transit with at-rest encryption managed by your data platform's native settings

Access control

Scoped credentials with least-privilege access to only your designated data paths

APPLIED RESEARCH

One model. Every text. Any industry.

Our 4B-parameter model is trained on a comprehensive mixture of core NLP tasks that span all major industries. It is purpose-built to deliver the best price-performance on large-scale text analytics workloads. We're building a new class of schema-aware LLMs: models that natively generate structured outputs and conform to a target schema without performance degradation during decoding.

Queryboost-4B
Qwen3-14B
Qwen3-4B
Commonsense ReasoningHellaSwag
92.7%
88.7%
82.8%
Language UnderstandingMultiNLI
90.9%
84.4%
84.5%
Reading ComprehensionRACE
89.6%
87.4%
83.8%
Yes/No QuestionsBoolQ
87.8%
87.3%
79.7%
Question AnsweringSQuAD 2.0
84.1%
44.1%
45.2%

Benchmarks shown here measure 0-shot accuracy on core NLP tasks adapted to require schema-conforming structured outputs for text analytics workloads.

SUPPORTED

Building with industry leaders

NVIDIA Inception ProgramAWS StartupsGoogle for Startups

Ready to transform your text data?

See how Queryboost can turn your raw text into analytics-ready tables at scale.

Request a demo