Industrial AI Gateway

Industrial AI.Your data. Your cloud. Your model.

Sightwell connects the industrial systems you already own and makes their operational knowledge safely usable by AI.

Keep PI. Add AI.
  • AVEVA PI
  • Asset Framework
  • AVEVA Historian
  • Ignition
  • OPC UA
  • SharePoint
  • File shares
  • SQL
  • Excel
  • Power BI
The story · C-102 temperature excursion
Alder Cove Energy LLC · demo tenant/Investigation INV-0412
J. Okafor · Reliability engineer Scope: Alder Cove LNG · all trains DATA REPLAY
Asset model · PI AF
▾ Alder Cove LNG
▸ Train 1
▾ Train 2
▾ Compression
C-102
TT-1024 disch. temp
PT-1011 suction pr.
FV-1050 anti-surge
VT-1031 vibration
C-104
▸ Utilities
Connected sourcesAVEVA PI · AF · SharePoint · CMMS
ASKWhy did compressor C-102 discharge temperature rise, and are any operating limits at risk?
TT-1024 °CPT-1011 bargInspection threshold
29 Sep 2026 · 12:00–16:00
C-102 · TT-1024 discharge temp, PT-1011 suction pressure · INV-0412
  • Discharge temperature increased 8.2% between 13:40 and 14:35.
  • It follows a suction pressure drop at 13:22 and an anti-surge valve opening at 13:38.
  • A similar pattern in March ended with a seal replacement.
  • No limit currently exceeded. Temperature is below the inspection threshold in the operating procedure.
  1. 14 MARSimilar excursion · WO-48213
  2. 13:22Suction pressure low
  3. 13:38FV-1050 opens to 34%
  4. 13:40–14:35Temperature rise

Your AI should come to your industrial data. Not the other way round.

01 · CONNECT EVERYTHING

Connect what you already own.

Historians, asset models, SharePoint, SQL and spreadsheets stay where they are.

02 · ASK ANYTHING

Reason across data and documents.

Ask why production changed and see the trends, events and procedures behind it.

03 · TRUST THE ANSWER

Every claim traced to evidence.

Tags, time ranges, assets, document pages and formulas. No evidence, no confident answer.

04 · SHARE SAFELY

Identity decides the answer.

Operators, engineers, vendors and executives each get their own permitted context.

Operational Logic Discovery

Find the calculation before it becomes the problem.

Critical numbers are often computed in spreadsheets, PI calculations and dashboards with hard-coded assumptions nobody has checked in years. Sightwell finds them and compares them with the plant data underneath.

The story · a number nobody questioned
Alder Cove Energy LLC · demo tenant/Logic Discovery · Gas energy
DATA REPLAY · ILLUSTRATIVE SCENARIO
ASKAre we calculating daily gas usage correctly?
POTENTIAL DISCREPANCY DETECTED
Calculation found
Operations Daily Report.xlsxSheet “Gas Calculation” · cell D14
D14 = C14 * 0.0381
C14Daily volume, Nm³ (manual entry)
0.0381Fixed heating value, GJ/Nm³
RationaleNot documented
Same factor found in
  • Operations Daily Report.xlsx
  • Gas Balance Dashboard · Power BI
  • Monthly Production Workbook
Daily gas energy · 1–30 Sep 2026
TJ/day
Spreadsheet estimateIncoming gas meter FQ-0101Contract daily limit

Operations Daily Report.xlsx uses a fixed conversion factor. Measured energy from the incoming gas meter varies over the selected period, and exceeds the contract limit on 3 days where the spreadsheet stays below it.

The meter should be treated as the authoritative operational measurement, subject to confirmation by the responsible OT owner.

Source data
AUTHORITATIVE · METERIncoming Gas Meter FQ-0101PI tag FQ-0101.ENERGY.DAY
ANALYZERGas chromatograph AT-0102Heating value · varies daily
DOCUMENTGas Supply Agreement§6.2 daily energy limit · p.9
TIME RANGE1–30 Sep 2026 · daily

A hidden spreadsheet assumption can become an operational decision.

Nominations, contract limits, production reports and investor figures often trace back to a single cell.

Trace calculations back to the plant data underneath.

Excel, PI calculations, Power BI, SQL and scripts: where each input comes from, and which copies exist.

Discovery and governance, not automatic approval.

Sightwell surfaces constants, thresholds and duplicated formulas. Your engineers decide what changes.

Drawings meet data

Your P&IDs, connected to the historian.

Drawings sit in SharePoint. Tags sit in PI. Sightwell links every instrument on the drawing to its PI Asset Framework element, so an investigation can follow the process, not just the numbers.

The story · following the line upstream
Alder Cove Energy LLC · demo tenant/P&ID 200-PID-014 · Rev C · Sheet 1 of 3
SharePoint · Engineering / DrawingsLinked to PI AF · 7 of 8DATA REPLAY
Replay · 29 Sep 14:35

Interactive drawing requires JavaScript.

ASKWhat upstream of C-102 could explain the suction pressure drop at 13:22?

    Drawings become navigable.

    Select an instrument on a P&ID and see its live and historical data, its asset and its documents.

    Investigations follow the process.

    Sightwell uses drawing connectivity to look upstream and downstream, not just at the tag that alarmed.

    Find where documents and data disagree.

    Instruments missing from PI, tags missing from drawings, and drawings older than the last change.

    Reports meet reality

    Trace every dashboard number back to the plant.

    Board packs come from Power BI. Power BI often comes from Excel. Excel is typed in by people. Sightwell traces each KPI back to its source and checks it against what PI actually recorded.

    The story · two numbers for one month
    Alder Cove Energy LLC · demo tenant/Report lineage · Monthly Operations
    Power BI · Excel · PI AFDATA REPLAY
    Power BI report · Monthly Operations
    Train 2 availability · Sep 202698.7%OpsModel dataset · refreshed 1 Oct 06:00
    Lineage · select a stepfeeds the report Sightwell comparison
    Sources
    Transform
    Model
    Report
    Reconciliation · Train 2 stops, September
    DateStopPI event frameDowntime Log.xlsxHours
    Unplanned hours countedReport 9.4 hPI 25.9 h
    From reported to recorded

    Finding RL-0009 routed to the report owner. Sightwell shows the difference and its evidence; it does not change the report.

    Know which number your board is seeing.

    Every KPI traced through Power BI, Power Query and Excel to the people and systems that produced it.

    Reconcile reports with the historian.

    Manual logs compared event by event with PI, so gaps and reclassifications show up before the board pack does.

    Keep your reporting tools.

    Power BI and Excel stay as they are. Sightwell reads their lineage and adds the evidence underneath.

    From signal to service

    Service the pump before it becomes an outage.

    Two readings drifting together, a drawing, a manual, a maintenance plan and an outside expert. Sightwell puts them in one case file, so the team can decide early and with evidence.

    The story · a duty pump and an untested standby
    Alder Cove Energy LLC · demo tenant/Case CF-0431 · P-301A cooling water pump
    PI · SharePoint · CMMS · PartnerOpen · 1 of 6DATA REPLAY

    Patterns, not single alarms.

    Speed and bearing temperature each stayed inside their limits. Together they described a pump that was wearing.

    The backup is part of the answer.

    The drawing showed the standby; the maintenance plan showed it hadn't been proven. Both changed the decision.

    Experts in, historian closed.

    The OEM engineer saw two pumps and one manual for 30 days. Nothing else, and no network connection.

    Pre-submission check

    The $400k multiplier.

    A number that's slightly off can cost real money once it leaves the building. Sightwell checks reports against the method your documents require and the data your historian holds, before they are sent.

    The story · one hard-coded cell in an emissions return
    Alder Cove Energy LLC · demo tenant/Emissions return 2026 · pre-submission check
    Due to regulator · 15 OctMETHOD MISMATCHDATA REPLAY
    Report · as built
    Emissions Calc 2026.xlsxSheet “Combustion” · F9:F17 · SharePoint
    F9 = E9 * 2.62
    E9Fuel gas burned, t (monthly)
    2.62Fixed t CO₂ / t fuel
    Origin2019 design basis, copied
    Document · what the method must be
    Monitoring plan MP-ACE-02Rev 3 · approved · §4.3 · p.11 · SharePoint
    The combustion emission factor is calculated monthly from the carbon content measured by online gas chromatograph AT-0215, weighted by fuel flow FQ-0201. Default factors are not used.
    Workbook uses a default factor · not compliant with §4.3
    Historian · what the data says
    AT-0215Fuel gas carbon contentonline GC · 15 min
    FQ-0201Fuel gas mass flowtotalised monthly
    Measured factor · Jan–Sep2.745t CO₂ / t fuel · +4.8% vs 2.62
    Heavier fuel gas since the 2022 feed gas change (MOC-198).
    CO₂ by month · reported vs calculated from PI
    Reported (2.62 fixed)Calculated (measured)
    Under-reported · Jan–Sep; t CO₂
    Full-year projection; t CO₂
    Use your own price. The method finding stands at any price.
    Allowance exposure · full year; before any penalty under the permit
    Caught 9 days before submission · return recalculated with the §4.3 method · finding EM-0012 to the environmental lead · Sightwell showed the gap; people corrected the report

    Check the method, not just the number.

    Sightwell compares how a report is calculated with how your approved documents say it must be calculated.

    Recalculate from the historian.

    Measured composition and flow are already in PI. The correct number can be rebuilt and compared month by month.

    Before it leaves the building.

    Emissions returns, customer quotes and contract statements are cheaper to fix before they are sent.

    03 · Trust the answer

    Every answer traceable to operational evidence.

    Industrial decisions need more than plausible text. Each claim links to the tag, time range, document page or formula it came from.

    No evidence.
    No confident answer.

    When sources don't support a conclusion, Sightwell says so and shows what is missing.

    CLAIM IN THE ANSWERSOURCE
    Discharge temperature increased 8.2%
    PI TAGCompressor C-102 · TT-102413:40–14:35
    The operating procedure recommends inspection above the threshold
    DOCUMENTCompressor Operating ProcedureRevision 7 · page 14 · SharePoint
    This workbook uses a fixed conversion factor
    CALCULATIONOperations Daily Report.xlsxGas Calculation · D14 · =C14*0.0381
    Has this happened on C-102 before 2026?
    INSUFFICIENT EVIDENCEVibration history starts Mar 2026. Answer withheld.
    04 · Share safely

    Give partners access to the answer, not your historian.

    Let an equipment vendor investigate its own machines without a connection to your plant network. Same question, different identity, different context.

    The story · a service partner asks a question
    SIGNED IN;
    ; DATA REPLAY

    Alder Cove Energy LLC is a fictional demo tenant running on replayed data. Authorization is enforced before retrieval, so out-of-scope assets never reach the model.

    Architecture

    Bring Your Own AI. Keep it out of the control loop.

    ChatGPT, Claude, Sightwell AI or your internal agents consume the same governed industrial context. Sightwell sits between AI and your infrastructure, read-only.

    Add AI without putting AI in control of your plant.

    Sightwell starts as a read-only intelligence layer. PLC, DCS, SIS, historians and operational control keep running independently, so you can start small and expand on your own terms.

    Already standardized on ChatGPT or Claude? Keep it.

    MCP is an open standard; Sightwell implements it. What you are buying is everything underneath: the connectors, context, permissions and evidence.

    Deployment

    Your infrastructure. Your identity. Your data.

    Sightwell runs where your industrial data belongs. No mandatory SaaS environment, and no upload of plant data to us.

    Customer Azure

    AVAILABLE
    YOUR AZURE TENANT
    Sightwell
    Entra ID
    ↕ private connectivity to plant

    Sightwell operates inside your Azure environment, under your subscription and policies.

    On-premises

    AVAILABLE
    YOUR DATA CENTRE · KUBERNETES
    Sightwell
    PI · SharePoint
    Virtualized or bare-metal clusters

    Runs on Kubernetes within infrastructure you control, next to the systems it reads.

    Hybrid

    AVAILABLE
    PLANTHistorian
    EDGECollectors
    CLOUDContext · AI

    Place collectors and processing between plant, edge and cloud where your policy allows.

    • Microsoft Entra ID
    • Private networking
    • Encryption
    • RBAC / ABAC
    • Audit trails
    • Data sovereignty
    AWS · PLANNEDGOOGLE CLOUD · PLANNED
    Explore the Architecture →

    Industrial AI without an 18-month transformation programme.

    No multi-year data project is required to start getting value. Timelines depend on site scope and data readiness.

    1. Deploy
      Sightwell in your Azure or Kubernetes.
    2. Connect
      Historian, SharePoint and identity, read-only.
    3. Discover
      Import assets. Map documents and calculations.
    4. Ask
      Start investigating, with evidence.
    For system integrators

    Delivered by the partners who already know your plant.

    Qualified industrial technology partners deploy, integrate and support Sightwell. Sightwell builds and backs the platform.

    PARTNERS PROVIDE
    • Deployment
    • Historian & OT integration
    • Configuration & dashboards
    • Training
    • L1 / L2 support
    • Managed services
    SIGHTWELL PROVIDES
    • Software
    • Product updates
    • Platform engineering
    • Advanced support
    • Roadmap
    1. 01You don't have to replace what you already use.
    2. 02Your industrial data stays under your control.
    3. 03Your AI can reason across plant data and engineering knowledge.
    4. 04You can find the assumptions you didn't know existed.

    Book a session