Candid Intelligence
Alternative: EPC Deliverables, Not Just AI Agents
Candid Intelligence builds conversational AI agents over plant data: ask questions, get answers, automate operational workflows. Pathnovo is built for a different workflow: extract structured engineering data from documents (P&IDs, isometrics, HAZOP, mill certs) to produce actual EPC deliverables (instrument index, MTO, MR / BOM, compliance registers). Different target buyers, different target workflows. Complementary rather than competing: Pathnovo extracts the structured data foundation; Candid Intelligence can run agentic workflows on top.
Why Switch from Candid Intelligence
EPC Deliverables vs Conversational Agents
Candid Intelligence's strength is conversational AI agents over plant data: ask 'what is the failure mode for this pump?' and get a structured answer. Pathnovo's strength is producing actual EPC deliverables: instrument index spreadsheet, piping MTO register, HAZOP action register, mill cert traceability, IBR Form IV compliance register. Q&A vs deliverables are different target workflows; you may need both, but each is built for a different buyer.
Extraction Foundation Candid Cannot Build
Candid Intelligence's agents need structured plant data as input. For brownfield plants and mid-EPC projects where most engineering content lives in PDF form, an upstream extraction layer is required. Pathnovo provides that extraction foundation: read PDFs, extract structured data, feed downstream agents or AIM platforms. Without extraction upstream, agentic AI has nothing to reason over.
India / Gulf EPC Native
Candid Intelligence is USA-focused with no native IBR, OISD 118, PESO, or CCOE compliance encoding. Pathnovo is built Indian-regulation-first with all four bundled into every Indian + Gulf project. For Indian PSU refineries and Gulf NOC projects, the regulatory layer is non-negotiable. See the indian EPC compliance bundle.
Managed Service Delivery
Candid Intelligence is platform-based requiring client engineering teams to operate the agent layer. Pathnovo offers managed service delivery with 99.5% contractual SLA and remedy clause. For clients without in-house engineering-AI staffing (the norm for Indian + Gulf mid-EPC), the delivery model matters.
Productised Pricing
Candid Intelligence operates on enterprise-tier commercial model with custom engagement scope. Pathnovo is credit-based, full platform on every paid tier, with a free 14-day trial before any commercial commitment. For procurement teams comparing total cost-of-ownership, Pathnovo's productised commercial model is materially easier to budget. See pricing for plans.
Feature Comparison
| Feature | Pathnovo | Candid Intelligence |
|---|---|---|
| Conversational AI agents over plant data | Partial (Q&A roadmap) | |
| EPC deliverable generation (instrument index, MTO, MR / BOM) | ||
| Extraction from PDF / scanned engineering drawings | ||
| P&ID symbol + topology recognition | ||
| Piping MTO from scanned isometrics | ||
| HAZOP register from completed PDF studies | ||
| Mill cert traceability + EPC PO matching | ||
| Indian regulatory bundle (IBR / OISD 118 / PESO / CCOE) | ||
| Pre-certified SAP PM / Maximo / AVEVA AIM / Hexagon SDx2 feeds | Limited / custom | |
| Managed service with 48-hour SLA | ||
| Transparent pricing | Credit-based | Enterprise SaaS (undisclosed) |
| Operational workflow automation | ||
| Pricing | Credit-based. Full platform on every paid tier. Free 14-day trial. See our pricing page for plans. | Enterprise SaaS, custom engagement scope (undisclosed) |
Feature Matrix
Side-by-side capability comparison across every meaningful workflow your team will run.
| Capability | Pathnovo | Candid Intelligence |
|---|---|---|
| Target workflow | EPC project delivery + structured deliverables | Conversational AI agents + operational workflow automation |
| Extraction from PDF / scanned engineering drawings | ||
| P&ID symbol + topology recognition | ||
| Piping MTO from scanned isometrics | ||
| HAZOP register from completed PDF studies | ||
| Mill certificate traceability + EPC PO matching | ||
| EPC deliverable generation (instrument index, MR / BOM, compliance registers) | ||
| Conversational AI agents over plant data | Q&A roadmap | |
| Indian regulatory bundle (IBR / OISD 118 / PESO / CCOE) | ||
| India / Gulf EPC focus | ||
| Managed service delivery with contractual SLA | ||
| 99.5% contractual accuracy SLA + remedy clause | ||
| Free 14-day trial, 100 credits, no card | ||
| Public pricing | Credit-based | Enterprise SaaS (undisclosed) |
| Operational workflow automation + agentic workflows |
Full support Not supported Partial / context-dependent (text)
Pricing Compared
Transparent pricing for every vendor where public. Where the vendor does not publish pricing, we say so.
Pathnovo
Credit-based subscription, full platform on every paid tier (extraction + EPC deliverables + compliance + procurement intelligence). 14-day free trial with 100 credits and no card. Indian PSU rate-card compatible at Scale and Enterprise tiers. Published per pricing page.
Candid Intelligence
Enterprise SaaS commercial model with custom engagement scope. Public pricing not disclosed. Positioned for owner-operators and large EPC contractors with sophisticated AI strategies + in-house engineering-AI teams to operate the agentic workflow layer. USA-focused with no native Indian / Gulf regulatory bundle. Early-stage commercial scale; named customer references not publicly published.
Who Wins for Which Buyer
Real buyer scenarios with honest “who fits best” framing.
Tier-1 owner-operator with mature engineering data foundation needing conversational AI + operational agents on top
Winner: Candid IntelligenceCandid Intelligence's agentic AI layer is the right fit for operators with existing structured plant data + sophisticated AI strategy + in-house teams to operate the agent layer. Pathnovo does not replace agentic AI; we provide the structured data foundation agents depend on. For operators with the foundation already in place, Candid Intelligence is the natural upper layer.
EPC contractor or owner-operator needing structured EPC deliverables from PDFs and scanned drawings
Winner: PathnovoCandid Intelligence is built for agentic workflows over structured data, not for producing structured deliverables from PDFs. Pathnovo's extraction-first model produces actual EPC deliverables (instrument index, MTO, MR / BOM, compliance registers) within 48 hours of document upload with 99.5% contractual SLA. For project-delivery use cases, Pathnovo is the fit.
Owner-operator brownfield digitisation with decades of legacy PDF/scanned engineering drawings
Winner: PathnovoBrownfield digitisation requires reading existing PDF and scanned drawings, which is the upstream extraction problem. Candid Intelligence's agentic AI cannot reason over content that hasn't been extracted. Pathnovo extracts the foundation; Candid Intelligence can run agents on top once the data is structured.
Indian PSU refinery or Gulf NOC project with IBR + OISD 118 + PESO + CCOE compliance obligations
Winner: PathnovoCandid Intelligence has no Indian regulatory bundle. Pathnovo encodes all four regimes natively, with Indian PSU rate-card pricing at Scale and Enterprise tiers. See the indian EPC compliance bundle.
Multi-layer engineering AI strategy with extraction + agents + AIM downstream
Winner: Pathnovo + Candid Intelligence + AIMLayered architecture pattern. Pathnovo extracts structured data from documents; Candid Intelligence runs operational agents on top; AVEVA AIM / Cognite / SAP PM downstream consumes the structured data for asset information management. Each layer addresses a distinct workflow.
When the competitor is still the right choice
Honest framing matters. Here are the scenarios where Pathnovo is not the right fit.
- 01
Candid Intelligence's conversational AI agents + operational workflow automation are outside Pathnovo's scope. For owner-operators wanting agentic AI over plant data (Q&A interfaces, autonomous workflow agents, operational decision support), Candid Intelligence's agent layer is the architectural fit; we do not replace that layer.
- 02
For organisations with existing structured plant data foundation + in-house engineering-AI teams to operate the agent layer, Candid Intelligence's USA-focused agentic platform is the obvious fit. Pathnovo's extraction-first model addresses a different upstream problem.
- 03
Candid Intelligence's early-stage US-focused commercial scale means platform-maturity is still building. For operators willing to invest in early-stage agentic AI strategies as a competitive bet, Candid Intelligence is a forward-looking choice. For operators needing production-grade extraction with contractual SLA today, Pathnovo's 99.5% measured benchmark on McDermott live engagement is the established proof point.
Related Solutions
Engineering Document Intelligence
The extraction foundation conversational AI agents depend on.
Engineering Handover Automation
EPC deliverables from extraction, not conversational outputs.
Indian EPC Compliance Bundle
IBR + OISD 118 + PESO + CCOE compliance Candid Intelligence does not address.
IntuigenceAI Alternative
Related Q&A-focused engineering AI platform.
Cognite Data Fusion Alternative
Operations-data platform comparison.
Frequently Asked Questions
How is Candid Intelligence different from Pathnovo?
Different target workflows. Candid Intelligence builds conversational AI agents over plant data: ask questions, automate operational workflows, support engineering Q&A. Pathnovo extracts structured engineering data from documents to produce EPC deliverables (instrument index, MTO, MR / BOM, compliance registers). For agentic workflows on top of an existing structured plant data foundation, Candid Intelligence is the fit. For producing the structured data foundation in the first place, Pathnovo is the fit.
Can Candid Intelligence and Pathnovo work together?
Yes, complementary by design. Pathnovo extracts structured data from PDFs and scanned drawings (the brownfield reality). Candid Intelligence runs agentic AI workflows on top of the structured plant data. Different layers; no functional overlap. Many owner-operators ultimately need both: extraction upstream, agents downstream.
Which is better for EPC project delivery?
Pathnovo. EPC project delivery requires structured deliverables (instrument index, piping MTO register, HAZOP action register, mill cert traceability, IBR Form IV compliance register), not conversational outputs. Pathnovo is built for deliverables. Candid Intelligence is built for Q&A and operational agents, primarily an operations-time workflow rather than EPC project delivery.
Does Candid Intelligence cover Indian regulatory compliance?
No. Candid Intelligence is USA-focused with no native IBR, OISD 118, PESO, or CCOE encoding. Pathnovo is the only vendor with full Indian regulatory bundle: essential for Indian PSU refineries and Indian + Gulf EPC contractors. See the indian EPC compliance bundle.
What is the cost comparison?
Candid Intelligence operates on enterprise SaaS commercial model with custom engagement scope, pricing not publicly disclosed. Pathnovo is credit-based, full platform on every paid tier, with a free 14-day trial. For procurement teams comparing total cost-of-ownership, Pathnovo's productised commercial model is materially easier to budget. See pricing for plans.
See what your documents actually contain.
Send us 10 documents from your current project. We extract, reconcile, and show you exactly what we find in 48 hours, before any contract.
If the accuracy isn't what we promised, you owe us nothing.