AI for text analytics
at enterprise scale

Turn all your raw text into business-ready data

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

Fully managed, enterprise-secure AI data pipelines

Private Cloud Network

GET STARTED

Up and running in 3 steps

No complex setup. No infrastructure to manage. Just connect your data, define what you want to extract, and we start processing.

1

Create a data source

Set up an S3 bucket in your AWS account for Queryboost to read and write data.

S3queryboost-data
/input
/output
2

Configure your pipeline

Define your AI prompt, output schema, and processing schedule in a simple configuration.

Prompt

Analyze the sentiment of {comment} and extract key topics...

Output Schema

sentiment: string
topics: list of strings
reasoning: string
3

Let it run

Queryboost continuously monitors for new data, processes it with our AI, and writes structured results back to S3.

Pipeline StatusRunning
Processed today512,847
Last run2 minutes ago
Success rate99.99%

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

WHY QUERYBOOST

Built from the ground up

Not a wrapper around generic LLM APIs. We designed a new distributed streaming inference architecture and optimized model, purpose-built to process data at scale with consistent, schema-compliant outputs.

Reliable, analytics-ready outputs

Consistently generates structured, schema-compliant attributes for SQL and BI tools

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 S3 bucket remains the single source of truth.

Data residency

Your data is never stored outside your S3 bucket

Data retention

Zero retention—Queryboost processes and returns, never persists

Network isolation

All traffic stays on AWS private network via VPC gateway endpoint for S3

Encryption

Data encrypted in transit; at rest encryption managed by your S3 bucket settings

Access control

Queryboost assumes a scoped IAM role with read/write access only to designated prefixes

PERFORMANCE

Best-in-class accuracy for text analytics

Our 4B-parameter model is optimized for core NLP tasks relevant to text analytics, delivering accurate and efficient structured outputs for business-ready data.

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 business-ready data at scale.

Request a demo