Build financial agents with open source models

Superlinked gives your agent one API to read filings, track amendments, compare financial facts and return the source behind every number.

Get started

Your financial agent

Compare source versions and answer with cited figures.

Research question Which Q3 FY2023 figure controls?

Answer with source $36.080M in the Form 10-K/A

Your financial context

The filings and source rules that govern the answer.

10-Q Original filing August 8, 2023

8-K Non-reliance notice Item 4.02

10-K/A Restated figures August 29, 2025

DATA Private finance data Access controlled

Browse all tasks

from sie_sdk import SIEClient
client = SIEClient(api_key="sk-sie-…")
# Parse a document → clean markdown, tables and layout kept.
result = client.extract(
    "modeldocling",
    {"document": fileHTMLpathward-filing-packet.htmlbrowse},
)
print(result["data"]["markdown"])

document_bytes=$(base64 < 'pathward-filing-packet.html' | tr -d '\n')
curl https://api.superlinked.com/v1/extract/docling \
  -H "Authorization: Bearer sk-sie-…" \
  -H "Content-Type: application/json" \
  -d "{\"items\":[{\"document\":{\"data\":\"$document_bytes\",\"format\":\"html\"}}]}"

Build the "Doc to Markdown" capability into my app using the Superlinked Inference Engine (SIE).

Context
- SIE is an OpenAI-style inference API. Python SDK: `from sie_sdk import SIEClient`; TypeScript: `@superlinked/sie-sdk`.
- Base URL: https://api.superlinked.com (or my regional endpoint). Auth: Bearer key from env `SIE_API_KEY` (never hard-code it).
- Model: docling (SIE primitive: /extract). Keep the model id configurable.

Task
- Input: an uploaded document (PDF / Office / scan).
- Behaviour: return clean markdown for the document, preserving tables and reading order
- Call the selected SIE primitive once per request and map the response into your domain type.

Deliverables
- A typed client wrapper, an application-level function for this task, error handling for timeouts/empty input, and unit tests with a stubbed client.
- Wire it into my existing stack (ask me which framework if unclear) and add a short usage example.

Original and restated Pathward filing rows showing the reported amount, adjustment and restated amount — Input filing statementspathward-filing-packet.html

Run

import numpy as np
from sie_sdk import SIEClient
client = SIEClient(api_key="sk-sie-…")
query = "queryWhich passage reports Pathward's restated Q3 FY2023 net income attributable to the parent?"
documents = [
    "document 1## Item 4.02 Form 8-K Accession 0000907471-25-000071. Filed June 26, 2025. On June 26, 2025, the Audit Committee (the "Audit Committee") of the Board of Directors of Pathward Financial, Inc. ("Pathward Financial" or the "Company"), after discussion with management and the Company's independent registered public accounting firm, Crowe LLP, concluded that the Company's audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year period ended September 30, 2024 contained in its Annual Reports on Form 10-K, and its unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, and June 30, 2024, 2023, and 2022 contained in its Quarterly Reports on Form 10-Q (collectively, the "Affected Periods") should no longer be relied upon because of errors identified in such financial statements, as described below. Similarly, any financial information in the Company's prior earnings releases, press releases, shareholder communications, investor presentations or other communications that relates to the Affected Periods or the fiscal quarter ended March 31, 2025 should no longer be relied upon. The change from net to gross basis presentation does not impact net income over the life of the portfolio, but changes the timing of when elements of the programs are recognized for accounting purposes.",
    "document 2# Pathward Financial source excerpts",
    "document 3## Original Form 10-Q Accession 0000907471-23-000090. Filed August 8, 2023. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | 2023    | 2022    | 2023     | 2022     | |-------------------------------------------------|---------|---------|----------|----------| | Net income attributable to parent               | $45,096 | $22,391 | $127,709 | $132,966 | | Diluted                                         | $1.68   | $0.76   | $4.62    | $4.44    |",
    "document 4## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | $45,096                               | $(9,016)                 |                         | $36,080       | $127,709                              | $(9,721)                 |                         | $117,988      | | Diluted                                         | $1.68                                 |                          |                         | $1.34         | $4.62                                 |                          |                         | $4.27         |",
]
model = "modelQwen/Qwen3-Embedding-4B"
q = np.array(client.encode(model, [{"text": query}], is_query=True)[0]["dense"])
docs = client.encode(model, [{"text": d} for d in documents])
mat = np.array([v["dense"] for v in docs])
scores = mat @ q / (np.linalg.norm(mat, axis=1) * np.linalg.norm(q))  # cosine
for i in np.argsort(scores)[::-1]:
    print(f"{scores[i]:.3f}  {documents[i]}")

import { unpackMessage } from '@superlinked/sie-sdk';

const query = "Which passage reports Pathward's restated Q3 FY2023 net income attributable to the parent?";
const documents = [
  "## Item 4.02 Form 8-K Accession 0000907471-25-000071. Filed June 26, 2025. On June 26, 2025, the Audit Committee (the \"Audit Committee\") of the Board of Directors of Pathward Financial, Inc. (\"Pathward Financial\" or the \"Company\"), after discussion with management and the Company's independent registered public accounting firm, Crowe LLP, concluded that the Company's audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year period ended September 30, 2024 contained in its Annual Reports on Form 10-K, and its unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, and June 30, 2024, 2023, and 2022 contained in its Quarterly Reports on Form 10-Q (collectively, the \"Affected Periods\") should no longer be relied upon because of errors identified in such financial statements, as described below. Similarly, any financial information in the Company's prior earnings releases, press releases, shareholder communications, investor presentations or other communications that relates to the Affected Periods or the fiscal quarter ended March 31, 2025 should no longer be relied upon. The change from net to gross basis presentation does not impact net income over the life of the portfolio, but changes the timing of when elements of the programs are recognized for accounting purposes.",
  "# Pathward Financial source excerpts",
  "## Original Form 10-Q Accession 0000907471-23-000090. Filed August 8, 2023. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | 2023    | 2022    | 2023     | 2022     | |-------------------------------------------------|---------|---------|----------|----------| | Net income attributable to parent               | $45,096 | $22,391 | $127,709 | $132,966 | | Diluted                                         | $1.68   | $0.76   | $4.62    | $4.44    |",
  "## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | $45,096                               | $(9,016)                 |                         | $36,080       | $127,709                              | $(9,721)                 |                         | $117,988      | | Diluted                                         | $1.68                                 |                          |                         | $1.34         | $4.62                                 |                          |                         | $4.27         |",
];

async function encode(texts: string[], isQuery = false): Promise<Float32Array[]> {
  const response = await fetch("https://api.superlinked.com/v1/encode/Qwen%2FQwen3-Embedding-4B", {
    method: 'POST',
    signal: AbortSignal.timeout(30_000),
    headers: {
      Authorization: "Bearer sk-sie-…",
      'Content-Type': 'application/json',
      Accept: 'application/msgpack',
    },
    body: JSON.stringify({
      items: texts.map((text) => ({ text })),
      params: { output_types: ['dense'], ...(isQuery ? { options: { is_query: true } } : {}) },
    }),
  });
  if (!response.ok) throw new Error(`SIE returned ${response.status}`);
  const result = unpackMessage<{ items: { dense: { values: Float32Array } }[] }>(
    new Uint8Array(await response.arrayBuffer()),
  );
  return result.items.map((item) => item.dense.values);
}

const [q] = await encode([query], true);
const docs = await encode(documents);
const cosine = (a: Float32Array, b: Float32Array) => {
  const dot = a.reduce((s, x, i) => s + x * b[i]!, 0);
  return dot / (Math.hypot(...a) * Math.hypot(...b));
};
const ranked = documents
  .map((doc, i) => ({ doc, score: cosine(q!, docs[i]!) }))
  .sort((a, b) => b.score - a.score);
console.log(ranked);

# Encode the query with is_query, then the candidates; rank by cosine.
curl https://api.superlinked.com/v1/encode/Qwen%2FQwen3-Embedding-4B \
  -H "Authorization: Bearer sk-sie-…" \
  -H "Content-Type: application/json" \
  -d "{\"items\":[{\"text\":\"Which passage reports Pathward's restated Q3 FY2023 net income attributable to the parent?\"}],\"params\":{\"output_types\":[\"dense\"],\"options\":{\"is_query\":true}}}"

curl https://api.superlinked.com/v1/encode/Qwen%2FQwen3-Embedding-4B \
  -H "Authorization: Bearer sk-sie-…" \
  -H "Content-Type: application/json" \
  -d "{\"items\":[{\"text\":\"## Item 4.02 Form 8-K Accession 0000907471-25-000071. Filed June 26, 2025. On June 26, 2025, the Audit Committee (the \\\"Audit Committee\\\") of the Board of Directors of Pathward Financial, Inc. (\\\"Pathward Financial\\\" or the \\\"Company\\\"), after discussion with management and the Company's independent registered public accounting firm, Crowe LLP, concluded that the Company's audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year period ended September 30, 2024 contained in its Annual Reports on Form 10-K, and its unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, and June 30, 2024, 2023, and 2022 contained in its Quarterly Reports on Form 10-Q (collectively, the \\\"Affected Periods\\\") should no longer be relied upon because of errors identified in such financial statements, as described below. Similarly, any financial information in the Company's prior earnings releases, press releases, shareholder communications, investor presentations or other communications that relates to the Affected Periods or the fiscal quarter ended March 31, 2025 should no longer be relied upon. The change from net to gross basis presentation does not impact net income over the life of the portfolio, but changes the timing of when elements of the programs are recognized for accounting purposes.\"},{\"text\":\"# Pathward Financial source excerpts\"},{\"text\":\"## Original Form 10-Q Accession 0000907471-23-000090. Filed August 8, 2023. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | 2023    | 2022    | 2023     | 2022     | |-------------------------------------------------|---------|---------|----------|----------| | Net income attributable to parent               | \$45,096 | \$22,391 | \$127,709 | \$132,966 | | Diluted                                         | \$1.68   | \$0.76   | \$4.62    | \$4.44    |\"},{\"text\":\"## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | \$45,096                               | \$(9,016)                 |                         | \$36,080       | \$127,709                              | \$(9,721)                 |                         | \$117,988      | | Diluted                                         | \$1.68                                 |                          |                         | \$1.34         | \$4.62                                 |                          |                         | \$4.27         |\"}],\"params\":{\"output_types\":[\"dense\"]}}"

Build the "Search" capability into my app using the Superlinked Inference Engine (SIE).

Context
- SIE is an OpenAI-style inference API. Python SDK: `from sie_sdk import SIEClient`; TypeScript: `@superlinked/sie-sdk`.
- Base URL: https://api.superlinked.com (or my regional endpoint). Auth: Bearer key from env `SIE_API_KEY` (never hard-code it).
- Model: Qwen/Qwen3-Embedding-4B (SIE primitive: /encode). Keep the model id configurable.

Task
- Input: a query string plus a list of candidate documents.
- Behaviour: return the candidates ranked by semantic similarity to the query, with a score per candidate
- Send two POST /v1/encode requests: one item {text: query} with params {output_types: ["dense"], options: {is_query: true}}, then all candidate documents with params {output_types: ["dense"]}. Rank every candidate by cosine similarity between its decoded dense vector and the query vector. In Python, use encode(..., is_query=True) only for the query call. In TypeScript, send those native HTTP bodies and decode MessagePack with the public unpackMessage export. Do not issue one request per candidate.

Deliverables
- A typed client wrapper, an application-level function for this task, error handling for timeouts/empty input, and unit tests with a stubbed client.
- Wire it into my existing stack (ask me which framework if unclear) and add a short usage example.

Run

from sie_sdk import SIEClient
client = SIEClient(api_key="sk-sie-…")
query = "queryWhich passage reports Pathward's restated Q3 FY2023 net income attributable to the parent?"
documents = [
    "document 1## Item 4.02 Form 8-K Accession 0000907471-25-000071. Filed June 26, 2025. On June 26, 2025, the Audit Committee (the "Audit Committee") of the Board of Directors of Pathward Financial, Inc. ("Pathward Financial" or the "Company"), after discussion with management and the Company's independent registered public accounting firm, Crowe LLP, concluded that the Company's audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year period ended September 30, 2024 contained in its Annual Reports on Form 10-K, and its unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, and June 30, 2024, 2023, and 2022 contained in its Quarterly Reports on Form 10-Q (collectively, the "Affected Periods") should no longer be relied upon because of errors identified in such financial statements, as described below. Similarly, any financial information in the Company's prior earnings releases, press releases, shareholder communications, investor presentations or other communications that relates to the Affected Periods or the fiscal quarter ended March 31, 2025 should no longer be relied upon. The change from net to gross basis presentation does not impact net income over the life of the portfolio, but changes the timing of when elements of the programs are recognized for accounting purposes.",
    "document 2# Pathward Financial source excerpts",
    "document 3## Original Form 10-Q Accession 0000907471-23-000090. Filed August 8, 2023. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | 2023    | 2022    | 2023     | 2022     | |-------------------------------------------------|---------|---------|----------|----------| | Net income attributable to parent               | $45,096 | $22,391 | $127,709 | $132,966 | | Diluted                                         | $1.68   | $0.76   | $4.62    | $4.44    |",
    "document 4## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | $45,096                               | $(9,016)                 |                         | $36,080       | $127,709                              | $(9,721)                 |                         | $117,988      | | Diluted                                         | $1.68                                 |                          |                         | $1.34         | $4.62                                 |                          |                         | $4.27         |",
]
items = [{"id": str(i), "text": d} for i, d in enumerate(documents)]
ranked = client.score("modelQwen/Qwen3-Reranker-4B", {"text": query}, items)
for r in ranked["scores"]:
    print(r["score"], documents[int(r["item_id"])])

import { SIEClient } from '@superlinked/sie-sdk';

const client = new SIEClient(undefined, { apiKey: 'sk-sie-…' });

const query = "Which passage reports Pathward's restated Q3 FY2023 net income attributable to the parent?";
const documents = [
  "## Item 4.02 Form 8-K Accession 0000907471-25-000071. Filed June 26, 2025. On June 26, 2025, the Audit Committee (the \"Audit Committee\") of the Board of Directors of Pathward Financial, Inc. (\"Pathward Financial\" or the \"Company\"), after discussion with management and the Company's independent registered public accounting firm, Crowe LLP, concluded that the Company's audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year period ended September 30, 2024 contained in its Annual Reports on Form 10-K, and its unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, and June 30, 2024, 2023, and 2022 contained in its Quarterly Reports on Form 10-Q (collectively, the \"Affected Periods\") should no longer be relied upon because of errors identified in such financial statements, as described below. Similarly, any financial information in the Company's prior earnings releases, press releases, shareholder communications, investor presentations or other communications that relates to the Affected Periods or the fiscal quarter ended March 31, 2025 should no longer be relied upon. The change from net to gross basis presentation does not impact net income over the life of the portfolio, but changes the timing of when elements of the programs are recognized for accounting purposes.",
  "# Pathward Financial source excerpts",
  "## Original Form 10-Q Accession 0000907471-23-000090. Filed August 8, 2023. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | 2023    | 2022    | 2023     | 2022     | |-------------------------------------------------|---------|---------|----------|----------| | Net income attributable to parent               | $45,096 | $22,391 | $127,709 | $132,966 | | Diluted                                         | $1.68   | $0.76   | $4.62    | $4.44    |",
  "## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | $45,096                               | $(9,016)                 |                         | $36,080       | $127,709                              | $(9,721)                 |                         | $117,988      | | Diluted                                         | $1.68                                 |                          |                         | $1.34         | $4.62                                 |                          |                         | $4.27         |",
];
const items = documents.map((text, i) => ({ id: String(i), text }));
const ranked = await client.score('Qwen/Qwen3-Reranker-4B', { text: query }, items);
console.log(ranked.scores.map(({ itemId, score }) => ({ document: documents[Number(itemId)], score })));

curl https://api.superlinked.com/v1/score/Qwen%2FQwen3-Reranker-4B \
  -H "Authorization: Bearer sk-sie-…" \
  -H "Content-Type: application/json" \
  -d "{\"query\":{\"text\":\"Which passage reports Pathward's restated Q3 FY2023 net income attributable to the parent?\"},\"items\":[{\"id\":\"0\",\"text\":\"## Item 4.02 Form 8-K Accession 0000907471-25-000071. Filed June 26, 2025. On June 26, 2025, the Audit Committee (the \\\"Audit Committee\\\") of the Board of Directors of Pathward Financial, Inc. (\\\"Pathward Financial\\\" or the \\\"Company\\\"), after discussion with management and the Company's independent registered public accounting firm, Crowe LLP, concluded that the Company's audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year period ended September 30, 2024 contained in its Annual Reports on Form 10-K, and its unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, and June 30, 2024, 2023, and 2022 contained in its Quarterly Reports on Form 10-Q (collectively, the \\\"Affected Periods\\\") should no longer be relied upon because of errors identified in such financial statements, as described below. Similarly, any financial information in the Company's prior earnings releases, press releases, shareholder communications, investor presentations or other communications that relates to the Affected Periods or the fiscal quarter ended March 31, 2025 should no longer be relied upon. The change from net to gross basis presentation does not impact net income over the life of the portfolio, but changes the timing of when elements of the programs are recognized for accounting purposes.\"},{\"id\":\"1\",\"text\":\"# Pathward Financial source excerpts\"},{\"id\":\"2\",\"text\":\"## Original Form 10-Q Accession 0000907471-23-000090. Filed August 8, 2023. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | 2023    | 2022    | 2023     | 2022     | |-------------------------------------------------|---------|---------|----------|----------| | Net income attributable to parent               | \$45,096 | \$22,391 | \$127,709 | \$132,966 | | Diluted                                         | \$1.68   | \$0.76   | \$4.62    | \$4.44    |\"},{\"id\":\"3\",\"text\":\"## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | \$45,096                               | \$(9,016)                 |                         | \$36,080       | \$127,709                              | \$(9,721)                 |                         | \$117,988      | | Diluted                                         | \$1.68                                 |                          |                         | \$1.34         | \$4.62                                 |                          |                         | \$4.27         |\"}]}"

Build the "Rerank" capability into my app using the Superlinked Inference Engine (SIE).

Context
- SIE is an OpenAI-style inference API. Python SDK: `from sie_sdk import SIEClient`; TypeScript: `@superlinked/sie-sdk`.
- Base URL: https://api.superlinked.com (or my regional endpoint). Auth: Bearer key from env `SIE_API_KEY` (never hard-code it).
- Model: Qwen/Qwen3-Reranker-4B (SIE primitive: /score). Keep the model id configurable.

Task
- Input: a query string plus a list of candidate documents.
- Behaviour: reorder the candidates by true relevance to the query using the cross-encoder
- Call the selected SIE primitive once per request and map the response into your domain type.

Deliverables
- A typed client wrapper, an application-level function for this task, error handling for timeouts/empty input, and unit tests with a stubbed client.
- Wire it into my existing stack (ask me which framework if unclear) and add a short usage example.

Run

from sie_sdk import SIEClient
client = SIEClient(api_key="sk-sie-…")
result = client.extract(
    "modelurchade/gliner_multi-v2.1",
    {"text": "text## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | $45,096                               | $(9,016)                 |                         | $36,080       | $127,709                              | $(9,721)                 |                         | $117,988      | | Diluted                                         | $1.68                                 |                          |                         | $1.34         | $4.62                                 |                          |                         | $4.27         |"},
    labels=[
        "entity typereporting period",
        "entity typemoney amount",
    ],
)
for span in result["entities"]:
    print(span["label"], span["text"])

import { SIEClient } from '@superlinked/sie-sdk';

const client = new SIEClient(undefined, { apiKey: 'sk-sie-…' });

const result = await client.extract(
  'urchade/gliner_multi-v2.1',
  { text: "## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | $45,096                               | $(9,016)                 |                         | $36,080       | $127,709                              | $(9,721)                 |                         | $117,988      | | Diluted                                         | $1.68                                 |                          |                         | $1.34         | $4.62                                 |                          |                         | $4.27         |" },
  { labels: ["reporting period","money amount"] },
);
console.log(result.entities);

curl https://api.superlinked.com/v1/extract/urchade%2Fgliner_multi-v2.1 \
  -H "Authorization: Bearer sk-sie-…" \
  -H "Content-Type: application/json" \
  -d "{\"items\":[{\"text\":\"## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data)   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | As Previously Reported on Form 10-Q   | Restatement Adjustment   | Restatement Reference   | As Restated   | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent               | \$45,096                               | \$(9,016)                 |                         | \$36,080       | \$127,709                              | \$(9,721)                 |                         | \$117,988      | | Diluted                                         | \$1.68                                 |                          |                         | \$1.34         | \$4.62                                 |                          |                         | \$4.27         |\"}],\"params\":{\"labels\":[\"reporting period\",\"money amount\"]}}"

Build the "Named entities" capability into my app using the Superlinked Inference Engine (SIE).

Context
- SIE is an OpenAI-style inference API. Python SDK: `from sie_sdk import SIEClient`; TypeScript: `@superlinked/sie-sdk`.
- Base URL: https://api.superlinked.com (or my regional endpoint). Auth: Bearer key from env `SIE_API_KEY` (never hard-code it).
- Model: urchade/gliner_multi-v2.1 (SIE primitive: /extract). Keep the model id configurable.

Task
- Input: a block of text.
- Behaviour: return the named entities found in the text with their types
- Call the selected SIE primitive once per request and map the response into your domain type.

Deliverables
- A typed client wrapper, an application-level function for this task, error handling for timeouts/empty input, and unit tests with a stubbed client.
- Wire it into my existing stack (ask me which framework if unclear) and add a short usage example.

Run

Output

Pathward filing packet

Original 10-Q · filed August 8, 2023

Q3 FY2023	Reported
Net income attributable to parent	$45.096M
Diluted earnings per share	$1.68

Item 4.02 Form 8-K · filed June 26, 2025

The prior financial statements should no longer be relied upon.

Restated 10-K/A · filed August 29, 2025

Q3 FY2023	Previously reported	Adjustment	As restated
Net income attributable to parent	$45.096M	$(9.016M)	$36.080M
Diluted earnings per share	$1.68	$(0.34)	$1.34

Extracts clean, agent-ready markdown
Keeps tables and layout intact

Output

## Item 4.02 Form 8-K Accession 0000907471-25-000071. Filed June 26, 2025. On June 26, 2025, the Audit Committee (the "Audit Committee") of the Board of Directors of Pathward Financial, Inc. ("Pathward Financial" or the "Company"), after discussion with management and the Company's independent registered public accounting firm, Crowe LLP, concluded that the Company's audited consolidated financial statements as of the fiscal years ended September 30, 2024 and 2023, and for each year in the three fiscal year period ended September 30, 2024 contained in its Annual Reports on Form 10-K, and its unaudited consolidated financial statements as of and for the interim periods ended December 31, 2024, 2023, 2022, and 2021, March 31, 2024, 2023, and 2022, and June 30, 2024, 2023, and 2022 contained in its Quarterly Reports on Form 10-Q (collectively, the "Affected Periods") should no longer be relied upon because of errors identified in such financial statements, as described below. Similarly, any financial information in the Company's prior earnings releases, press releases, shareholder communications, investor presentations or other communications that relates to the Affected Periods or the fiscal quarter ended March 31, 2025 should no longer be relied upon. The change from net to gross basis presentation does not impact net income over the life of the portfolio, but changes the timing of when elements of the programs are recognized for accounting purposes.

0.61

# Pathward Financial source excerpts

0.58

## Original Form 10-Q Accession 0000907471-23-000090. Filed August 8, 2023. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data) | 2023 | 2022 | 2023 | 2022 | |-------------------------------------------------|---------|---------|----------|----------| | Net income attributable to parent | $45,096 | $22,391 | $127,709 | $132,966 | | Diluted | $1.68 | $0.76 | $4.62 | $4.44 |

0.53

## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023 | (Dollars in thousands, except per share data) | As Previously Reported on Form 10-Q | Restatement Adjustment | Restatement Reference | As Restated | As Previously Reported on Form 10-Q | Restatement Adjustment | Restatement Reference | As Restated | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent | $45,096 | $(9,016) | | $36,080 | $127,709 | $(9,721) | | $117,988 | | Diluted | $1.68 | | | $1.34 | $4.62 | | | $4.27 |

0.52

Top match at 0.61 · 4 candidates ranked

Ranks by meaning, not keyword overlap
Scores every candidate against your query

Output

↑ up 20.97

# Pathward Financial source excerpts

– held0.96

↑ up 10.96

↓ down 30.65

Reorders by true relevance
Scored by meaning, keyword-free

Output

## Restated Form 10-K/A Accession 0000907471-25-000083. Filed August 29, 2025. Three Months Ended June 30, 2023^{reporting period} | (Dollars in thousands, except per share data) | As Previously Reported on Form 10-Q | Restatement Adjustment | Restatement Reference | As Restated | As Previously Reported on Form 10-Q | Restatement Adjustment | Restatement Reference | As Restated | |-------------------------------------------------|---------------------------------------|--------------------------|-------------------------|---------------|---------------------------------------|--------------------------|-------------------------|---------------| | Net income attributable to parent | $45,096^{money amount} | $(9,016)^{money amount} | | $36,080^{money amount} | $127,709 | $(9,721) | | $117,988 | | Diluted | $1.68 | | | $1.34 | $4.62 | | | $4.27 |

Three Months Ended June 30, 2023reporting period$45,096money amount$(9,016)money amount$36,080money amount

4 matches across 2 types

Pulls typed entities straight from raw text

PRICE

$ / 1M tokens ↓

$0.02 Voyage 4 Lite

$0.02 OpenAI text-embedding-3-small

$0.06 SIE Qwen3 Embedding 4B SIE Qwen3 Embedding 4B $0.06

Voyage 4 Large $0.12

OpenAI text-embedding-3-large $0.13

QUALITY

Right result first · 6,200 questions ↑

Voyage 4 Large 0.547

SIE Qwen3 Embedding 4B 0.546

OpenAI text-embedding-3-large 0.508

Voyage 4 Lite 0.505

OpenAI text-embedding-3-small 0.475

LATENCY

median ↓

16ms SIE Qwen3 Embedding 4B

OpenAI text-embedding-3-large 238ms

PRICE

$ / 100,000 queries ↓

$15 SIE Qwen3 Reranker 4B

$17 Voyage rerank-3

$52 Claude Haiku 5.5 (thinking off) Claude Haiku 5.5 (thinking off) $52

$86 GPT-6 Luna (high reasoning) GPT-6 Luna (high reasoning) $86

Cohere Rerank 4 Fast $200

Cohere Rerank 4 Pro $250

QUALITY

Right document first · 499 questions ↑

OpenAI GPT-6 Luna (high reasoning) 0.984 GPT-6 Luna (high reasoning) 0.984

Voyage rerank-3 0.926

SIE Qwen3 Reranker 4B 0.912

Cohere Rerank 4 Pro 0.842

Anthropic Claude Haiku 5.5 (thinking off) 0.838 Claude Haiku 5.5 (thinking off) 0.838 Claude Haiku 5.5 (thinking off) 0.838

Cohere Rerank 4 Fast 0.715 Cohere Rerank 4 Fast 0.715

LATENCY

median ↓

55ms SIE Qwen3 Reranker 4B

91ms Voyage rerank-3

105ms Cohere Rerank 4 Fast

179ms Cohere Rerank 4 Pro

Anthropic Claude Haiku 5.5 (thinking off) 1.3s Claude Haiku 5.5 (thinking off) 1.3s

PRICE

$ / 1M input tokens ↓

$0.05 SIE NuNER Zero-span

$0.1 OpenAI GPT-6 Luna

$0.1 Anthropic Claude Haiku 5.5

OpenAI GPT-6.1 Sol $2

Anthropic Claude Sonnet 5.5 $2

QUALITY

F1 · custom entity types ↑

Anthropic Claude Sonnet 5.5 0.796 Claude Sonnet 5.5 0.796

OpenAI GPT-6.1 Sol 0.792 GPT-6.1 Sol 0.792

Anthropic Claude Haiku 5.5 0.737 Claude Haiku 5.5 0.737

OpenAI GPT-6 Luna 0.694 GPT-6 Luna 0.694

SIE NuNER Zero-span 0.630

AWS Comprehend 0.390 0.390 AWS Comprehend

PRICE

$ / 1k pages ↓

$1.02 OpenAI GPT-6 Luna $1.02 GPT-6 Luna

$1.24 Anthropic Claude Haiku 5.5 $1.24 Claude Haiku 5.5

$2.60 SIE LightOnOCR-3

$4.00 Mistral OCR 4.1

Anthropic Claude Sonnet 5.5 $25.42 Claude Sonnet 5.5 $25.42

QUALITY

Checks passed · olmOCR-Bench ↑

SIE LightOnOCR-3 0.851

Anthropic Claude Sonnet 5.5 0.841 Claude Sonnet 5.5 0.841

Mistral OCR 4.1 0.833

OpenAI GPT-6 Luna 0.806 GPT-6 Luna 0.806

Anthropic Claude Haiku 5.5 0.800 Claude Haiku 5.5 0.800

Our example filing agent traces a $9.016 million revision

View on GitHub

Filing source chain

10-Q · August 8, 2023 $45.096M net income Originally reported
8-K · Item 4.02 Do not rely on prior figures Source status changes
10-K/A · August 29, 2025 $36.080M net income Restated Q3 FY2023

Five model stages collect and check the filing evidence

01 Read the filing tables Docling Doc to Markdown

02 Find the same period BGE-M3 Search

03 Rank the filing passages Qwen3-Reranker-4B Rerank

04 Extract figures and dates GLiNER multi v2.1 Named entities

05 Validate exact source spans GLiNER2 large v1 Named entities

-$9.016M net income revision

$0.34 diluted EPS revision

-20.0% net income change

3 filings in the source chain

Deploy your way

Serverless API

Full compute toolkit for your agents with zero ops.

No idle GPUs, pay for what you use
Fits your stack: SDK, API, CLI, MCP
Zero lock-in, self-host the same stack
SOC 2 Type 2, US or EU data residency

$50 Example credit balance

1.3B tokens embedded

120k pages parsed

27M tokens generated (1:1 in:out)

Get started

no credit card required

Self-host with K8s

Easy & scalable deployment in your own cloud.

Terraform to your cloud in minutes
Apache-2.0, same engine as Serverless
Scales to zero, no bill between jobs
Per-tenant pools, no noisy neighbors

Agent prompt

Deploy SIE to our AWS account with the superlinked/sie/aws Terraform module. Docs: superlinked.com/docs/deployment.Deploy SIE to our GCP project with the superlinked/sie/google Terraform module. Docs: superlinked.com/docs/deployment.

Deploy SIE to our Azure subscription with the superlinked/sie/azure Terraform module. Docs: superlinked.com/docs/deployment.

Deploy guide

Run locally

Run the same models on your own machine.

Runs on NVIDIA GPU or Apple Silicon
One command, no Docker or cluster
All 100+ Serverless models, fully offline
Same SDK and IDs, no code changes

pip install "sie-server[local]" && sie-server servepip install "sie-server[local]" && sie-server serve --device cuda

Quickstart

Pathward filing packet

Compare models for this task

Our example filing agent traces a $9.016 million revision

Deploy your way