Basic Package
LLM extraction script, 1 document type, up to 5,
$289USD / one-time
3-day delivery2 revisions
- LLM extraction script, 1 document type, up to 5,000 records to structured table
Omeiro Data Analytics
Unstructured Data Extraction Services
Packages & Pricing.
Fixed-price unstructured data extraction services with clear deliverables. Transforming messy text into structured SQL data. We connect Anthropic Claude and OpenAI APIs to summarize 100,000+ support tickets and extract key churn signals. From $289.
Clear Delivery Times
Revisions Included
Packages
Choose your LLM Unstructured Parsing package
Transforming messy text into structured SQL data. We connect Anthropic Claude and OpenAI APIs to summarize 100,000+ support tickets and extract key churn signals.
Standard Package
3 document types, 50,000 records, schema validat
$649USD / one-time
6-day delivery2 revisions
- 3 document types, 50,000 records, schema validation, SQL load
- docs
Premium Package
Automated daily pipeline, 100,000+ records, chur
$1,299USD / one-time
10-day delivery2 revisions
- Automated daily pipeline, 100,000+ records, churn signal tagging, dashboard
- 30 days support
Unstructured data extraction services for tickets, emails and documents
Unstructured data extraction services turn paragraphs of messy text into rows and columns you can query. Omeiro connects Anthropic Claude and OpenAI APIs to read support tickets, notes or documents and write structured fields into SQL.
The approach scales to very large archives, including 100,000 or more support tickets summarized for recurring complaints and churn signals.
Unstructured data extraction: schema first, then scale
Unstructured data extraction projects succeed or fail on the schema. Decide the exact fields you want from each document, such as complaint category, product named, sentiment and churn signal, and which values are allowed. Send a sample of real documents, including the messy ones, and a few examples you have labeled by hand. Those become the test set against which extraction quality is measured.
A common mistake is trusting model output without checking it. Unstructured data extraction here validates every record against the schema, flags low-confidence or malformed results and spot-checks a sample against your hand labels. Records that fail are logged rather than silently dropped. Output loads into a SQL table, so analysts can group, filter and join it with customer data instead of reading text one ticket at a time.
Who has text they cannot analyze yet
- Support leads sitting on years of tickets nobody has categorized.
- Analysts who need to convert unstructured text to structured data for a report.
- Ops teams reading invoices, contracts or forms by hand.
- Product managers who want llm text to sql data extraction rather than manual tagging.
Extraction packages and their limits
- Basic: an LLM extraction script for one document type, up to 5,000 records, into a structured table.
- Standard: three document types and 50,000 records, with schema validation.
- Standard also loads results into SQL and includes documentation.
- Premium: an automated daily pipeline handling 100,000 or more records.
- Premium adds churn signal tagging, a dashboard and 30 days of support.
How raw text becomes a clean table
1
Define the fields
You tell us what to pull out, such as product, complaint type or renewal intent.
2
Prompt and test
We write extraction prompts and test them on a sample against your own judgement.
3
Validate the output
Results are checked against a schema so malformed rows are caught before loading.
4
Load and schedule
Records land in your SQL database, and Premium runs on a daily schedule.
Why Omeiro for text-to-table projects
Fixed prices
Packages cost $289, $649 or $1,299, one-time, with record limits stated.
Defined timing
Delivery takes 3, 6 or 10 days.
Close to the rest of your data work
Sentiment analysis and voice of customer analytics are in the Data Analytics division for the next step.
FAQ
Unstructured Data Extraction Services: common questions
Unstructured Data Extraction Services pricing: how much does it cost?
Fixed packages: Basic $289, Standard $649, Premium $1,299. You see the full price before you order, and you can also ask for a custom quote.
How long does LLM text to SQL data extraction take?
Delivery depends on the package: Basic 3-day delivery; Standard 6-day delivery; Premium 10-day delivery.
What is included in the Basic Package?
The Basic Package includes: LLM extraction script, 1 document type, up to 5,000 records to structured table. Higher packages add more scope, revisions and support.
Can I get a custom AI data parsing package?
Yes. If none of the packages fits, use the custom package form on this page to describe what you need, and our team sends you a fixed price.
How accurate is AI data parsing on messy text?
It depends on how consistent your documents are. We test on a sample first and add schema validation so bad outputs are flagged.
Which model do you use, Claude or OpenAI?
Both are supported. We pick based on your data and cost needs, and you can say if you have a preference.
Is my customer data safe to send to an API?
Tell us about any restrictions before ordering so the setup can respect them. We only handle the data needed for the extraction.
Can I reuse the script on new documents?
Yes, the extraction script is delivered to you. Premium also runs a daily pipeline so new records are processed automatically.
What types of documents can be turned into structured data?
Support tickets, emails, reviews, contracts, call transcripts and survey answers are typical. Scanned images need text extracted first, which adds a step.
How do you handle records the model gets wrong?
Each record is validated against the schema and uncertain ones are flagged for review. The error rate measured on your hand-labeled sample is reported, so you can judge whether a manual pass is needed.
Custom Package
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