The tool was using InvoiceExtractionSchema which forces every
lineItems.accountSuggestion to null via .transform() — the same guard
that prevents the AI extractor from hallucinating BAS accounts.
Agents supplying their own extraction should be able to pin a cost
account per line.
Adds AgentExtractionSchema (exported alongside ExtractionSchema)
where accountSuggestion accepts a validated BAS expense account
(class 4–7, /^[4-7]\d{3}$/) or null. set_inbox_extracted_data now
parses through this schema so the field survives the round-trip to
the DB and is available when gnubok_create_supplier_invoice_from_inbox
builds line items.
Signed-off-by: Jonas Flodén <jonas@floden.nu>
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
327 lines
13 KiB
TypeScript
327 lines
13 KiB
TypeScript
// AI-driven invoice/receipt field extraction.
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//
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// Sends the uploaded document directly to Claude Sonnet 4.6 via AWS
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// Bedrock and asks for a structured InvoiceExtractionResult JSON. Sonnet
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// reads PDFs, images, and scans natively, which the previous regex
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// extractor couldn't — that's why English receipts (Anthropic, AWS,
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// Stripe, …) and image-only PDFs came back empty.
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//
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// The AI output is validated against a Zod schema; anything that doesn't
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// parse falls back to an empty result so the inbox row still lands and
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// the user can fill the fields in manually.
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import { createHash } from 'node:crypto'
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import AnthropicBedrock from '@anthropic-ai/bedrock-sdk'
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import { z } from 'zod'
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import type { InvoiceExtractionResult } from '@/types'
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import { createLogger } from '@/lib/logger'
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const log = createLogger('invoice-inbox-extract')
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// Both overridable via env vars so ops can swap models / raise token caps
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// without a code deploy. Defaults match what's expected to be set in
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// production (eu.anthropic.claude-sonnet-4-6 in eu-north-1, 8192 tokens —
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// enough headroom for invoices with 20+ line items).
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const MODEL = process.env.BEDROCK_MODEL_ID || 'eu.anthropic.claude-sonnet-4-6'
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const MAX_TOKENS = (() => {
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const parsed = Number(process.env.BEDROCK_MAX_TOKENS)
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// Use the env value only if it's a positive number — `||` would also
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// fall back on a deliberate `0`, masking what is really an invalid
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// configuration rather than the intent to disable.
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return Number.isFinite(parsed) && parsed > 0 ? parsed : 8192
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})()
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// Bedrock supports these document/image media types directly. HEIC/HEIF
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// are not on the list, so we skip AI for those — the inbox row still
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// lands and the user can edit fields manually or replace the file.
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const SUPPORTED_MEDIA_TYPES = new Set([
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'application/pdf',
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'image/jpeg',
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'image/png',
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'image/webp',
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'image/gif',
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])
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export interface ExtractionInput {
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buffer: Buffer
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mimeType: string
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fileName: string
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}
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export interface ExtractionOutput {
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data: InvoiceExtractionResult
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/** The raw JSON string returned by the model, or null on failure. */
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rawText: string | null
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}
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export const ExtractionSchema = z.object({
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supplier: z.object({
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name: z.string().nullable(),
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orgNumber: z.string().nullable(),
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vatNumber: z.string().nullable(),
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address: z.string().nullable(),
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bankgiro: z.string().nullable(),
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plusgiro: z.string().nullable(),
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}),
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invoice: z.object({
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invoiceNumber: z.string().nullable(),
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invoiceDate: z.string().nullable(),
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dueDate: z.string().nullable(),
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paymentReference: z.string().nullable(),
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currency: z.string(),
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// Service/coverage window the invoice charges for (insurance period,
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// license term, "avtalsperiod"). Drives the periodisering prefill in the
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// supplier-invoice form. Optional so cached raw outputs from before this
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// field still validate.
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servicePeriodStart: z.string().nullable().optional(),
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servicePeriodEnd: z.string().nullable().optional(),
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}),
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lineItems: z.array(
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z.object({
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description: z.string(),
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quantity: z.number(),
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unitPrice: z.number().nullable(),
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lineTotal: z.number(),
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// Sane range for any real-world VAT rate. We allow non-Swedish rates
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// (UK 20, DE 19, NO 25, ...) since Accounted stores foreign invoices
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// for reference; the strict Swedish allowlist applies later when the
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// user converts to a supplier invoice.
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vatRate: z.number().min(0).max(100).nullable(),
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// accountSuggestion is forcibly null at parse time — we never
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// delegate BAS account assignment to an unvalidated AI output.
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// .transform coerces a hallucinated string to null without
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// failing the whole document parse, and eliminates the
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// post-validation null-forcing pattern that left a brief window
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// where a non-null value could appear in the parsed object.
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accountSuggestion: z.union([z.string(), z.null()]).transform(() => null as null),
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})
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),
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totals: z.object({
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subtotal: z.number().nullable(),
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vatAmount: z.number().nullable(),
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total: z.number().nullable(),
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}),
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vatBreakdown: z.array(
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z.object({
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rate: z.number().min(0).max(100),
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base: z.number(),
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amount: z.number(),
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})
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),
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})
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// Agent-supplied extraction: accountSuggestion is preserved instead of forced
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// to null. Agents (unlike AI extractors) can reliably assign a BAS expense
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// account; the regex enforces the class-4–7 range required for cost accounts.
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export const AgentExtractionSchema = ExtractionSchema.omit({ lineItems: true }).extend({
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lineItems: z.array(
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z.object({
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description: z.string(),
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quantity: z.number(),
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unitPrice: z.number().nullable(),
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lineTotal: z.number(),
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vatRate: z.number().min(0).max(100).nullable(),
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accountSuggestion: z.string().regex(/^[4-7]\d{3}$/).nullable(),
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})
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),
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})
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const SYSTEM_PROMPT = `You extract invoice and receipt fields from a single document for a Swedish accounting system.
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Return ONLY a single JSON object that matches this schema exactly. No prose, no markdown fences, no commentary.
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{
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"supplier": {
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"name": string | null,
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"orgNumber": string | null, // 10 digits, no hyphen, only when issued by a Swedish entity
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"vatNumber": string | null, // ISO format, e.g. "SE556012579001" or "DE123456789"
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"address": string | null, // multi-line allowed
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"bankgiro": string | null, // Swedish bankgiro, with hyphen, e.g. "991-2346"
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"plusgiro": string | null // Swedish plusgiro, with hyphen, e.g. "12345-6"
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},
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"invoice": {
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"invoiceNumber": string | null, // include any suffix, e.g. "06655767-0007"
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"invoiceDate": string | null, // ISO date YYYY-MM-DD
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"dueDate": string | null, // ISO date YYYY-MM-DD
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"paymentReference": string | null, // OCR / payment reference
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"currency": string, // ISO 4217 (SEK, USD, EUR, ...). Default "SEK" only if truly indeterminate.
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"servicePeriodStart": string | null, // ISO date — start of the service/coverage window the invoice charges for
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"servicePeriodEnd": string | null // ISO date — end of that window
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},
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"lineItems": [
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{
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"description": string,
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"quantity": number,
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"unitPrice": number | null,
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"lineTotal": number,
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"vatRate": number | null, // percent integer: 25, 12, 6, or 0. Same convention as vatBreakdown.rate.
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"accountSuggestion": null // always null — leave Swedish BAS suggestion to the user
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}
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],
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"totals": {
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"subtotal": number | null, // amount excluding VAT
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"vatAmount": number | null, // total VAT
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"total": number | null // amount including VAT — what the buyer pays
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},
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"vatBreakdown": [
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{ "rate": number, "base": number, "amount": number } // rate as percent integer, e.g. 25 for 25%
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]
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}
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VAT rate convention: BOTH lineItems[].vatRate AND vatBreakdown[].rate use the same percent-integer format (25, 12, 6, 0). Never use the decimal form (0.25, 0.12).
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Rules:
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- Output JSON only. The first character must be '{' and the last must be '}'.
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- Currency: detect from the document (symbol $/€/kr or explicit code). Use the ISO 4217 code. Do NOT default to SEK if the document clearly shows another currency.
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- "total" is the amount the buyer must pay (look for "Att betala", "Total", "Amount paid", "Amount due", "Balance"). Prefer this over Subtotal.
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- Dates: convert any format to YYYY-MM-DD. If the document only shows month/year, leave null.
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- servicePeriodStart/servicePeriodEnd: only when the document explicitly states the period the charge covers ("Avtalsperiod", "Period", "Försäkringstid", "Subscription period", coverage dates). Never infer from invoice/due dates. Month-only boundaries map to the first resp. last day of the month.
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- Bankgiro/Plusgiro: only set when the document is for a Swedish supplier on a Swedish bank rail. Do not invent.
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- Org.nr: only set when it is an actual Swedish organisation number (10 digits, Luhn-valid). For US/EU companies leave null even if they list an EIN/VAT number.
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- VAT number: include the country prefix.
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- Numbers: parse with the document's locale (Swedish "1 234,56" = 1234.56; English "$1,234.56" = 1234.56). Output as plain JSON numbers.
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- If a field is missing or unreadable, set it to null. Never invent values.
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- lineItems: include every line. Empty array is fine if the document has no itemised lines.
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- vatBreakdown: include one entry per distinct VAT rate. Empty array is fine.`
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export function emptyResult(): InvoiceExtractionResult {
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return {
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supplier: {
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name: null,
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orgNumber: null,
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vatNumber: null,
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address: null,
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bankgiro: null,
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plusgiro: null,
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},
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invoice: {
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invoiceNumber: null,
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invoiceDate: null,
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dueDate: null,
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paymentReference: null,
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currency: 'SEK',
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servicePeriodStart: null,
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servicePeriodEnd: null,
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},
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lineItems: [],
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totals: { subtotal: null, vatAmount: null, total: null },
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vatBreakdown: [],
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confidence: 0,
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}
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}
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function buildContent(input: ExtractionInput) {
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const base64 = input.buffer.toString('base64')
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if (input.mimeType === 'application/pdf') {
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return [
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{
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type: 'document' as const,
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source: { type: 'base64' as const, media_type: 'application/pdf' as const, data: base64 },
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},
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{ type: 'text' as const, text: 'Extract the fields per the schema. JSON only.' },
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]
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}
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return [
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{
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type: 'image' as const,
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source: {
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type: 'base64' as const,
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media_type: input.mimeType as 'image/jpeg' | 'image/png' | 'image/webp' | 'image/gif',
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data: base64,
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},
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},
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{ type: 'text' as const, text: 'Extract the fields per the schema. JSON only.' },
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]
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}
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/**
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* Extract invoice fields by sending the document directly to Claude
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* Sonnet 4.6 via AWS Bedrock. Never throws on extraction failure —
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* always returns an InvoiceExtractionResult. Empty fields are null.
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*/
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export async function extractInvoiceFields(
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input: ExtractionInput
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): Promise<ExtractionOutput> {
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if (!SUPPORTED_MEDIA_TYPES.has(input.mimeType)) {
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return { data: emptyResult(), rawText: null }
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}
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if (!process.env.AWS_ACCESS_KEY_ID || !process.env.AWS_SECRET_ACCESS_KEY) {
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log.warn('AWS Bedrock credentials missing — returning empty extraction', {
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file_name_hash: createHash('sha256').update(input.fileName).digest('hex').slice(0, 12),
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})
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return { data: emptyResult(), rawText: null }
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}
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const client = new AnthropicBedrock({
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awsRegion: process.env.AWS_REGION || 'eu-north-1',
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awsAccessKey: process.env.AWS_ACCESS_KEY_ID,
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awsSecretKey: process.env.AWS_SECRET_ACCESS_KEY,
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})
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let rawText: string | null = null
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try {
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// SYSTEM_PROMPT is byte-stable per deploy and ~3.5 KB — marking it as
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// ephemeral lets Bedrock reuse the prompt-cache on rapid sequential
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// extractions (e.g. a user uploading a stack of receipts within minutes).
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// Bedrock supports `{ type: 'ephemeral' }` with the default short TTL;
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// the 1h TTL from the agent-native API plan (item 10) requires the direct
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// Anthropic API rather than Bedrock and is out of scope here.
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const resp = await client.messages.create({
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model: MODEL,
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max_tokens: MAX_TOKENS,
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system: [{ type: 'text', text: SYSTEM_PROMPT, cache_control: { type: 'ephemeral' } }],
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messages: [{ role: 'user', content: buildContent(input) }],
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})
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rawText = resp.content
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.flatMap((b) => (b.type === 'text' ? [b.text] : []))
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.join('')
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.trim()
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// Observability for the prompt-cache hit ratio. The agent-native plan
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// targets cache_read_input_tokens / total_input_tokens ≥ 0.85 in steady
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// state; logging here makes that measurable without a separate dashboard.
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const usage = resp.usage as
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| {
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input_tokens?: number
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output_tokens?: number
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cache_creation_input_tokens?: number
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cache_read_input_tokens?: number
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}
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| undefined
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if (usage) {
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// Raw fileName can constitute personal data (e.g. "faktura_Sven_Andersson.pdf")
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// — log a short hash so the operator can correlate without exposing PII
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// to the log destination (GDPR Art. 5(1)(f)).
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const fileNameHash = createHash('sha256').update(input.fileName).digest('hex').slice(0, 12)
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log.info('ai_extraction_usage', {
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file_name_hash: fileNameHash,
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mime_type: input.mimeType,
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input_tokens: usage.input_tokens ?? null,
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output_tokens: usage.output_tokens ?? null,
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cache_creation_input_tokens: usage.cache_creation_input_tokens ?? null,
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cache_read_input_tokens: usage.cache_read_input_tokens ?? null,
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})
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}
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const parsed = JSON.parse(rawText)
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const validated = ExtractionSchema.parse(parsed)
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return {
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// accountSuggestion is null at this point — enforced by the schema's
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// .transform — so no post-validation coercion is needed.
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data: { ...validated, confidence: 1 },
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rawText,
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}
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} catch (err) {
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log.warn('AI extraction failed', {
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file_name_hash: createHash('sha256').update(input.fileName).digest('hex').slice(0, 12),
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mimeType: input.mimeType,
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error: err instanceof Error ? err.message : String(err),
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hasRawText: rawText != null,
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})
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return { data: emptyResult(), rawText }
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}
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}
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