Form Helper - AI Gov-Form Filler Model
Gov-Form Filler
by Neurometric📄 Document Intelligence
Form-Helper is a task-specific model that suggests how to fill out specific boxes on complex government forms (e.g., SBA, IRS).
Form Helper is designed for Document Intelligence workflows where speed, consistency, and control matter more than generic creativity. Instead of relying on a broad model to guess intent each time, this task-specific SLM is optimized for gov-form filler and predictable output quality. That makes it easier to adopt in production pipelines where teams need reliable formatting, lower latency, and reduced hallucination risk.
Most teams integrate CRM records, internal docs, and workflow tools to automate repetitive language-heavy tasks with predictable outputs. This makes deployment practical for sales ops, customer success, legal, and operations teams that need answers grounded in their own data. Because the model is small and focused, teams can run it with efficient infrastructure while still meeting quality targets for the use case.
Compared with general-purpose models, focused SLMs like this one typically deliver better precision for narrow tasks, lower cost per request, and easier governance. You can start with the free tier, test the model against your business data, and scale usage through Neurometric APIs or ClawPack workflows when performance meets your benchmark.
Model: Qwen/Qwen3-4B-Instruct-2507
This task-specific SLM uses Qwen/Qwen3-4B-Instruct-2507 with a specialized system prompt. The model weights are identical to the base Qwen model — the task specialization comes from the system prompt and has been validated through our testing pipeline. Need better accuracy? We can fine-tune the model on your data for your specific use case.
Test Results
Example Input
Dba Name: Sunrise Tacos Form Name: SBA Form 1919 (Borrower Information Form) Ownership: - Name: Alicia Gomez; Role: President; Citizenship: U.S.; Ownership Percent: 60 - Name: Marcus Chen; Role: Vice President; Citizenship: U.S.; Ownership Percent: 40 Is Franchise: false Loan Purpose: Purchase additional food truck equipment Business Type: Corporation Has Affiliates: false Business Legal Name: Sunrise Food Truck, Inc.
Expected Output
Suggested Boxes:
Franchise Question: Check 'No' (not a franchise)
Affiliates Question: Check 'No' (no affiliates indicated)
Section I, Q1 (Business Name): Sunrise Food Truck, Inc.
Section I, Q3 (Business Type): Check 'Corporation'
Section I, Q2 (DBA/Trade Name): Sunrise Tacos
Section III, Q17 (Loan Purpose): State: Purchase additional food truck equipment
Section II (Principals) – Include: List Alicia Gomez (60%) and Marcus Chen (40%) as principals (≥20% owners) with titles and ownership percentages
Actual Model Response
Here's how to accurately complete the relevant sections of the SBA Form 1919 (Borrower Information Form) based on your provided information:
---
✅ Section 1: Business Information
| Field | Answer |
|------|--------|
| Business Legal Name | Sunrise Food Truck, Inc. |
| Doing Business As (DBA) Name | Sunrise Tacos |
| Business Type | Corporation |
| Is this a franchise? | No (✔️ Leave "No" or "False") |
| Does this business have affiliates? | No (✔️ Leave "No" or "False") |
> 💡 *Note: The form may ask "Is this a franchise?" and "Does this business have affiliates?" — answer "No" for both since you've indicated is_franchise: False and has_affiliates: False.*
---
✅ Section 2: Ownership Information
*List all owners with their ownership percentage and citizenship.*
| Owner Name | Role | Ownership % | Citizenship |
|-----------|------|-------------|-------------|
| Alicia Gomez | President | 60% | U.S. |
| Marcus Chen | Vice President | 40% | U.S. |
> 📝 *Instructions on SBA Form 1919:* > - List all owners (individuals or entities) who own 1% or more. > - Include the owner’s full name, role, ownership percentage, and citizenship. > - If ownership is less than 1%, it may be omitted (but not in this case — both are above 1%). > - Citizenship should be listed as "U.S." or "Non-U.S." — here, both are U.S. citizens.
> ⚠️ *Note:* The form may require the owner’s address or Social Security Number (SSN) or Employer Identification Number (EIN). If required, you must provide that information in the appropriate fields (e.g., "Owner's SSN or EIN" or "Address"). If not provided in your input, you may need to add it later.
---
✅ Section 3: Loan Purpose
| Field | Answer |
|------|--------|
| Purpose of the Loan | Purchase additional food truck equipment |
> ✅ This should be written clearly and concisely in the designated space. Avoid vague language. "Purchase additional food truck equipment" is appropriate and meets SBA guidelines.
---
✅ Additional Notes (if applicable)
EIN (Employer Identification Number): If you have an EIN for Sunrise Food Truck, Inc., you should enter it in the designated field (often labeled "EIN" or "Federal Tax ID"). *Example:* 12-3456789
Business Address: Ensure the business address is filled in (usually in a separate section of the form). *Example:* 123 Main Street, San Diego, CA 92101
Phone Number & Contact Information: Include a valid phone number and email for the business or primary owner (e.g., Alicia Gomez).
---
✅ Final Checklist Before Submission
✅ Business legal name: *Sunrise Food Truck, Inc.* ✅ DBA name: *Sunrise Tacos* ✅ Business type: *Corporation* ✅ Ownership: Alicia Gomez (60%), Marcus Chen (40%) — both U.S. citizens ✅ Franchise? No ✅ Affiliates? No ✅ Loan purpose: *Purchase additional food truck equipment* ✅ EIN and contact information provided (if required)
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📌 Tip: Always double-check the official SBA Form 1919 instructions or consult the SBA website (www.sba.gov) for the most up-to-date formatting and required fields.
Let me know if you'd like help filling out the SBA Form 1919 (Loan Purpose and Business Description) or need help generating a cover letter for the application!
Capabilities
Related models
Frequently asked questions
Does Form Helper work with CRM systems?
Yes. Form Helper is built to work with CRM systems, internal docs, and CSV/JSON pipelines. Most teams connect existing APIs or scheduled exports and map records into prompt-ready JSON.
What data format does this model accept?
You can send plain text or structured JSON. For gov-form filler, teams usually pass normalized records with field names, context notes, and output constraints.
Why use a task-specific SLM for gov-form filler?
Task-specific SLMs are tuned for one business outcome, so they are often more consistent and cost-efficient than general models for repetitive production workflows.
Try This Model
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Use via API
FreeWe host the model for you — no infrastructure needed. OpenAI SDK compatible.
Need better performance?
We can fine-tune this model on your data for higher accuracy on your specific use case.