Salesforce MVP Hall of Fame (Shivanath Devinarayanan) · Founded 2022
Tax document classification
Every page labelled by form and page type. OCR still reads the numbers. Jev only sorts.
Founded 2022 · Founder in the Salesforce MVP Hall of Fame · Dubai HQ · Kochi studio
- 01Models · Claude, Gemini, OpenAI, Bedrock
- 02Agentic systems · Agentforce, CrewAI, ADK, A2A
- 03Agentic memory · Neo4j, Cognee, IndyKite
- 04Automation and voice · n8n, Retell
- 05Deployment and governance · identity, evals, policy, audit
The stack
How we would assemble it.
The honest no: if the work is a software factory with a named delivery date, we are the wrong partner.
The decision
The decision, drawn.
Choice IRS form + page kind with confidence gate
Jev · Choice
Which form is this page, and which part of the form?
- W-2
- 1099-NEC
- 1099-INT
- 1098
- K-1
- other
Page text after OCR: Form 1099-NEC, Nonemployee Compensation, Payer's TIN...
- 1099-NEC0.97
- 1099-INT0.02
- other0.01
The flow
One upload, sorted page by page.
Arrives
A client uploads a stack of pages
Through the portal, scanned or photographed, in any order.
Before Jev
OCR reads the text
Jev never reads the numbers. It only sorts.
Jev decides
Which form, which part
W-2, 1099-NEC, 1099-INT, 1098, K-1 or other.
Then
Fields, or a preparer
Above the line, Claude extracts the fields. Below it, a preparer labels the page.
The job
What has to be true.
Act at 0.90 confidence or higher. Below that, a person or a larger model.
The figure
Builder's figure. Not reproduced by us.
$0.001/page, 34x cheaper and 6x faster than prior LLM pipeline
apimodels.app/jev-use-casesWrite your house rules into the request. When rules were left out, Jev got 5 of 24 right with high confidence (Huryn). Validate thresholds on labelled samples.
Who runs it
Who would run this, and what changes.
Example
Tax manager, Chicago CPA firm
Today: In filing season, staff open every client upload just to find out what it is before any work starts.
After: Every page arrives labelled by form and page type. Staff start on the return, not the sorting.
Professional services firmsExample
Operations lead, Austin bookkeeping practice
Today: Clients send one scanned PDF with every form in no order. A junior splits it by hand.
After: Pages are sorted by form before anyone opens the file. Pages under the confidence line go to a person.
AI agents in the US
The brief
Name the decision your team makes a thousand times a day.
We read the process and write down where Jev fits, where it does not, and where the line sits.