{"slug": "crossary-ai-assisted-field-mapping-that-outputs-signed-excel-files", "title": "Crossary – AI-assisted field mapping that outputs signed Excel files", "summary": "Crossary launches an AI-assisted field mapping tool that outputs signed Excel files, turning messy source and target specs into implementation-ready mapping workbooks with exact source quotes and confidence levels. The tool uses a strict five-stage pipeline, ensures no data trains shared models, and offers free reviewing, validating, and exporting with paid AI runs.", "body_md": "# A wrong mapping is worse than an honest gap.\n\nCrossary turns messy source and target specs into a reviewed, implementation-ready mapping workbook — every row backed by its exact source quote, every uncertain one flagged for you. It maps the spec, not the data. Nothing moves until you sign off.\n\n3 integration credits free · no card · your mappings never train a shared model.\n\n## If you hand-build the mapping sheet someone else implements — this is for you.\n\n## A strict five-stage pipeline.\n\nThen a round-trip.\n\nUpload to signed workbook in five steps — and back again, without losing a note.\n\nDrop in your source + target specs. If a file can't be fully read, it tells you exactly how much it dropped.\n\nxlsx · pdf · csv · json · xml · xsd · sql · yaml\n\nA field inventory is extracted from both sides — every path, every column — so you map against the real surface.\n\nFor each target: a proposed source, type, verbatim evidence, reasoning, and confidence. Abstains when unsure.\n\nA deterministic check for structural & cardinality blockers. Zero AI, zero spend.\n\nA signed .xlsx your team can open anywhere — that reconciles cleanly when it comes back.\n\n## Six things every row tells you.\n\nNothing taken on faith.\n\nOpen any proposed mapping and you see exactly why the AI suggested it — and how sure it says it is. The evidence, not the confidence, is the product.\n\n`to_date(S_SHIP_DATE)`\n\n## The honest gap it won't guess —\n\nand the round-trip that holds.\n\nThe real sample, end to end: where the AI withdraws a tempting guess and asks instead, and where your edits survive a trip through Excel and back.\n\nWhen it isn't sure, it says so.\n\nconfidence: none · no guess\n\n## Every mapping you approve makes the next one faster.\n\nSign off an export and your approved field-pairs become a private, workspace-scoped library. On the next run it gap-fills only the targets the AI abstained on — inserted as suggestions you still review, never auto-applied.\n\n- Scoped to your workspace — it never crosses to another.\n- Captures the decision only — no evidence, values, or client data.\n- It never trains a shared model.\n\n## Trust isn't asked for here — it's enforced in code, and written down.\n\nIf more than ~10% of a source is dropped during ingestion, it stays flagged — in the app and on the export cover sheet. A partial read is never reported as complete.\n\nValidation is deterministic and checks structure and cardinality only. It does not claim semantic correctness — and the UI says exactly that.\n\nOn re-import it applies what matched, skips what changed underneath you, and turns every reviewer note into a tracked question. Nothing is silently overwritten.\n\nEvery AI response is checked against a strict schema before it can touch your data. A malformed result is thrown away, never persisted.\n\nCrossary maps from your source and target specs — schemas, dictionaries, guides. It's built to work from the spec, not your data, so in most cases there's no need to upload production records or PII.\n\n## Start free. Pay for AI runs, never for reviewing.\n\nReviewing, validating, exporting, and round-trip re-import don't call the AI — so they're always free, on every plan.\n\nFor your first real integration.\n\n[Start free](/register)\n\n- 3 integration credits\n- Free review, validate & export\n- Round-trip re-import\n- Mapping Memory included\n- 1 workspace · up to 2 members\n\n~20 integrations a month.\n\n[Start with Pro](/register)\n\n- Everything in Free\n- ~20 integration credits / mo\n- Higher-accuracy pass\n- Unused credits roll over\n- 3 workspaces · up to 3 members\n\n~75 integrations a month.\n\n[Start with Team](/register)\n\n- Everything in Pro\n- ~75 integration credits / mo\n- Unlimited workspaces · up to 10 members\n- Shared mapping library\n\nPlus applicable taxes.\n\nRun out? Existing work is never blocked — review, validate, export & re-import stay free. Unused credits roll over, you can buy more anytime, or upgrade. Only new AI runs pause.\n\n## The honest answers, before you sign up.\n\nRoughly one standard integration. Higher Accuracy and unusually large or heavily re-run jobs use more — and you can see what each integration cost.\n\nReviewing, validating, exporting, and round-trip re-import. They don't call the AI, so they never use a credit.\n\nEvery plan gets the same core mapping quality. Higher Accuracy — an optional, heavier pass — is on paid plans; Mapping Memory is included on every plan.\n\nExisting work is never blocked — review, validate, export and re-import stay free. Unused credits roll over, you can buy more anytime, or upgrade. Only new AI runs pause.\n\nClick subscribe on the plan you want — secure checkout, and your plan activates immediately.\n\nNo. Mapping Memory is scoped to your workspace and never crosses it; no shared model learns from your mappings.\n\n## Map your first integration\n\nin the next ten minutes.\n\nUpload a source and a target spec. Get back a reviewed, evidence-backed workbook — with every honest gap flagged for you.\n\n3 integration credits free · no card · no lock-in.", "url": "https://wpnews.pro/news/crossary-ai-assisted-field-mapping-that-outputs-signed-excel-files", "canonical_source": "https://www.crossary.com", "published_at": "2026-06-22 01:25:56+00:00", "updated_at": "2026-06-22 01:40:43.953160+00:00", "lang": "en", "topics": ["ai-tools", "ai-products", "developer-tools"], "entities": ["Crossary"], "alternates": {"html": "https://wpnews.pro/news/crossary-ai-assisted-field-mapping-that-outputs-signed-excel-files", "markdown": "https://wpnews.pro/news/crossary-ai-assisted-field-mapping-that-outputs-signed-excel-files.md", "text": "https://wpnews.pro/news/crossary-ai-assisted-field-mapping-that-outputs-signed-excel-files.txt", "jsonld": "https://wpnews.pro/news/crossary-ai-assisted-field-mapping-that-outputs-signed-excel-files.jsonld"}}