# AI for TrackWise Digital: Complaints, Deviations and CAPA Joined to ERP Lots > Source: https://netray.co/erp-ai/trackwise-digital-ai-integration > Publisher: Netray (netray.co), AI and integration engineering for ERP and manufacturing systems. > Section: AI for ERP ## Short answer TrackWise Digital runs on the Salesforce platform, so AI can read complaints, deviations, CAPAs and audits through Salesforce REST and SOQL access under a scoped integration user. A private layer then joins those records to ERP lots, suppliers and work orders, drafts investigation summaries with citations, and leaves record approval and e-signature to people inside TrackWise. ## Kind platform ## Erp Family mfg-systems ## Erp Products - Sparta TrackWise Digital ## Industries - Life Sciences - Pharmaceuticals - Medical Devices - Manufacturing ## Region Global ## Persona Quality Systems Lead ## Eyebrow TrackWise Digital + private AI ## Intro TrackWise Digital is the cloud successor to the long-running TrackWise quality platform from Sparta Systems, now built on the Salesforce platform. It is common in pharmaceuticals, biotech and medical devices, where complaint handling, deviations, CAPA and audit management are tightly regulated and heavily inspected. Because it sits on Salesforce, much of the data model is exposed as objects and fields that can be reached through the platform's standard APIs. That is helpful for integration, but it also means the exact object names, record types and custom fields differ between companies, and any AI layer has to be mapped to your configuration rather than assumed. The pain is rarely inside one record. A complaint needs the product, lot and distribution history from the ERP; a deviation needs batch, equipment and supplier context; a trend review needs similar events across years. Quality staff spend much of an investigation collecting and reconciling that context across systems. This page covers what AI around TrackWise Digital can reasonably do, how it connects, what it must not do, and the questions to ask before anyone connects a language model to complaint and deviation data. ## Pain Points ### Complaint intake text is unstructured **Detail:** Complaints arrive as emails, call notes and forms with inconsistent product identification. Triage for reportability and severity depends on reading each one carefully and quickly. ### Investigation context is scattered **Detail:** Lot genealogy, manufacturing history, supplier data and past similar events sit in ERP, MES and TrackWise. Each investigation re-collects them. ### Trending depends on coding quality **Detail:** Complaint and deviation codes are chosen by individuals under time pressure. Miscoding hides patterns that free-text analysis could reveal. ### Closure backlogs and aging **Detail:** Aging CAPAs and overdue investigations accumulate, and finding what blocks each requires opening records one by one. ### Configuration is unique to each tenant **Detail:** Custom objects and record types make cross-site reporting and any integration dependent on a careful mapping exercise. ## Use Cases ### Complaint triage assistance **Description:** Reads incoming complaint text, extracts product, lot, failure mode and reported harm indicators, and proposes a coding and priority for a human to confirm. **Erp Objects:** TrackWise Digital complaint and product objects; ERP item master, lot and shipment records **Outcome:** Faster, more consistent first-pass triage; reportability decisions stay with qualified staff. ### Lot and distribution trace **Description:** From a complaint, finds the lot, its manufacturing history and where it shipped, then lists other complaints on the same lot. **Erp Objects:** TrackWise complaints; ERP lot genealogy, work orders, delivery and customer records **Outcome:** Quicker containment scoping; completeness depends on ERP traceability. ### Investigation brief drafting **Description:** Assembles a cited brief of related deviations, CAPAs, supplier events and batch data for the investigator. **Erp Objects:** TrackWise deviation, CAPA and investigation objects; ERP batch, material and supplier data **Outcome:** Reduces collection time; investigator owns conclusions. ### Free-text trending **Description:** Clusters complaint and deviation descriptions to surface patterns that coding misses. **Erp Objects:** TrackWise description and root cause text fields; product and site fields **Outcome:** Reveals hidden recurring issues; results need review by a quality engineer. ### Aging and blocker reports **Description:** Lists overdue records by owner and stage with the last meaningful activity, so managers can see what is stuck. **Erp Objects:** TrackWise record status, due date, task and approval history **Outcome:** Replaces manual report assembly with a query that shows its filter. ### Supplier-linked events **Description:** Finds all quality events connected to a material or supplier and presents them with PO and receipt history. **Erp Objects:** TrackWise supplier and deviation links; ERP vendor, PO line, receiving inspection **Outcome:** Supports supplier reviews and SCAR decisions with traceable evidence. ### Periodic review summaries **Description:** Drafts trend summaries for management review or periodic product review, with links to underlying records. **Erp Objects:** TrackWise complaints, CAPA and audit summaries; ERP yield and scrap data **Outcome:** Saves analyst time; review conclusions remain human. ## Architecture **Overview:** An integration user with limited object permissions reads TrackWise Digital through Salesforce REST API and SOQL queries, loads records into a private index, and joins them to ERP data via read-only connectors. A model hosted in your boundary produces cited drafts and flags. Writes, where allowed at all, create proposals that a person submits. **Layers:** #### Salesforce-platform access **Detail:** Connected app or equivalent with OAuth, integration user, and profiles limiting objects and fields to the modules in scope. Respect field-level security and sharing rules. #### ERP connector **Detail:** Read-only access to lot, batch, shipment and vendor data through API or reporting replica. #### Private index **Detail:** Structured fields held for exact filters; narrative text embedded for similarity. Personal data is minimised before indexing where possible. #### Model serving **Detail:** Open-weight models on customer GPUs or a private cloud with logged prompts and outputs. #### Approval gate **Detail:** No record is created, changed or signed by the model. Users submit drafts inside TrackWise under their own credentials. ## Deployment Options ### Read-only analytics pilot **Fit:** Teams testing trending and brief drafting **Detail:** Indexed extract of complaints, deviations and CAPAs with cited answers, no write-back. ### Private cloud with ERP join **Fit:** Organisations with cloud-first policy **Detail:** Adds lot and supplier joins, hosted in your own tenancy with network controls to the TrackWise instance. ### On-prem or air-gapped model **Fit:** Sites with strict data policies **Detail:** Model and index remain local; data arrives through an approved export or API path. ## Compliance ### Records and signatures remain in TrackWise. The AI assists triage and evidence gathering; reportability determinations are made by qualified people under your procedures. **Framework:** FDA 21 CFR Part 11, Part 820 / QMSR and Part 803 ### Supports timely information gathering without altering the controlled process. Timelines and submissions stay under your control. **Framework:** EU MDR vigilance and GMP Annex 11 ### Complaint handling and CAPA assistance as inputs to controlled procedures. **Framework:** ISO 13485 ### Complaints may include patient or reporter data. Minimisation, role filtering and in-boundary processing reduce exposure; the customer determines applicability. **Framework:** GDPR and HIPAA considerations ### Customer classifies and validates the AI component; we provide architecture, logging design and test evidence. **Framework:** Computer system validation ## Integration Notes - Start by exporting the object and field schema of your tenant; do not assume standard names for custom record types. - Use an integration user with field-level security reviewed by your Salesforce admin and quality unit. - Mind Salesforce API limits when syncing; use incremental queries on last-modified timestamps. - Agree on lot and product identifiers between TrackWise and the ERP before building joins. - Plan separate handling for attachments such as investigation reports and photos. - Keep personal data fields out of the index unless a documented need exists. ## Product Fit ### Custom build **Why:** Complaint triage, investigation briefs and trending built against your TrackWise configuration and validation approach. ### ERPray **Why:** Provides grounded ERP lookups for lots, shipments and suppliers, read-only with the query shown. ### DataRay **Why:** Covers investigation reports, lab data and file shares that sit outside TrackWise. ## Engagement ### Discover **Duration:** 1-2 weeks **Deliverables:** - Schema export and object mapping - Complaint and deviation workflow review - Data classification including personal data - Priority use-case ranking ### Prototype **Duration:** 3-4 weeks **Deliverables:** - Read-only index of selected objects - Cited investigation brief - Lot trace join to ERP ### Validate **Duration:** 3-5 weeks **Deliverables:** - Historical case test set - Triage suggestion accuracy review - Evidence for your validation package ### Operate **Duration:** Ongoing **Deliverables:** - Schema change monitoring - Answer quality reviews - Access recertification ## Buyer Questions - Which objects and fields does the integration read, and under what profile? - How are personal data and reporter details protected? - Does anything write to TrackWise, and who signs? - How do you handle our custom record types? - How is triage suggestion accuracy measured against past cases? - Where do model, index and logs run? - How do Salesforce API limits affect sync? ## Faq ### How does AI connect to TrackWise Digital? **Answer:** TrackWise Digital is built on the Salesforce platform, so an integration user can read objects through the standard REST API and SOQL. Exact objects and fields depend on your tenant configuration, which is why a schema export and mapping exercise comes before any build. ### Can AI decide whether a complaint is reportable? **Answer:** No. Reportability is a regulated determination for qualified staff. AI can extract product, lot and event details, and surface similar past cases, so the reviewer starts with better information. The decision and its record remain in TrackWise under human control. ### Is a private deployment necessary? **Answer:** Complaints can contain patient or reporter information, so many companies prefer processing inside their own boundary. A private model avoids sending that text to a public service. Whether it is required depends on your policies and jurisdictions, which your privacy and quality teams decide. ### What about Salesforce's own AI features? **Answer:** Salesforce offers AI capabilities on its platform, and they may suit some tasks. Evaluate them against your data-residency policy and your need to join ERP and plant data. A separate layer is mainly useful for cross-system questions and in-boundary processing. ### How do you avoid wrong answers in investigations? **Answer:** Answers cite source records, filters are shown, and the assistant declines when evidence is missing. We test against historical cases with known outcomes. Investigators treat output as a starting brief, not a conclusion, and approval stays with them. ### Does it handle attachments? **Answer:** It can, through a separate ingestion path with OCR for scanned reports and photos' text. Quality varies with scan quality and layout, so we sample and review before relying on it, and exclude attachment types that fail. ### How long until value? **Answer:** A read-only pilot on complaints and deviations often shows value within several weeks, subject to API access approvals and schema mapping. The ERP join adds time depending on how consistent lot identifiers are across systems. ## Search terms TrackWise Digital AI, Sparta TrackWise integration, TrackWise Digital ERP integration, AI complaint handling medical device, AI deviation CAPA investigation, TrackWise Digital Salesforce API, private AI for complaint management, AI for QMS complaints triage, 21 CFR Part 803 AI, TrackWise CAPA automation, AI for pharma quality systems --- Talk to an engineer: https://netray.co/contact?intent=erp_ai | Machine catalog: https://netray.co/agent/catalog.json