AI Assessment Engine
Automate your workflows. Keep the rigor.
Manifest's AI engine replaces the manual review your team runs today. Read every document, apply your methodology, score every finding, cite every claim, all in hours, not weeks.
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23% higher accuracy vs. manual workflows
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100% source-cited findings, auditor-ready
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SOC 2certified, isolated, audit-ready
Ingest
Corporate documents, public or private.
Define
Your criteria, your logic, built once, applied at scale.
Assess
AI extracts, triangulates, and assesses with evidence.
Review
Structured output ready for decision-making.
Built to automate the work, not the thinking.
Four integrated layers replace what your analysts do by hand today.
Layer 01 — Ingest
Any source, clean inputs.
No perfect data required. Convert PDFs, reports, and filings into structured, analysis-ready data.
Any document — PDFs, Word docs, spreadsheets, and more. No manual prep required.
Structured automatically — tables, footnotes, and appendices are extracted so everything is consistent and ready for analysis.
Scale without effort — from one company to hundreds, no additional work.
Fully traceable — every data point links back to its original source from the start.
Supported source types
Sustainability Reports
Annual Reports
CDP Responses
Regulatory Filings
Questionnaires
Private Data
Layer 02 — Define
Define the methodology. Run it at scale.
Start with a clear, auditable methodology. Use our packages or build your own. Every assessment is applied consistently, every time.
Pre-built packages — ready-to-use criteria for assessments across GHG emissions, physical risk, net zero, supply chain, and more.
Custom methodologies — define your own criteria, weightings, and scoring logic without code.
Aligned to standards — map directly to CSRD, ISSB, TCFD, GRI, and other regulations and standards.
Repeatable and consistent — apply the same criteria at scale across entities, engagements, and portfolios.
Supported standards and frameworks
ISSB
CSRD
TCFD
GRI
OSFI B15
SB261
GHG emissions
Physical risk
Net zero
Supply chain
Due diligence
Custom
Layer 03 — Assess
AI that evaluates every claim. With evidence.
Apply your methodology to every document. Extract findings, cross-reference sources, score against criteria, and cite every claim. No hallucinations. No black box.
Multi-source triangulation — findings are validated across multiple documents, not pulled from a single source.
Structured scoring — every data point is scored with a confidence level and linked evidence.
Criteria-based evaluation — every finding is evaluated against your defined methodology.
Fully auditable — every finding is linked to cited, source-level evidence.
<2 hrs
To assess 100 companies across 100 data points. The same work manually takes +2 weeks.
Layer 04 — Review
Decision-ready, defensible findings.
Results flow into your existing workflows. Explore, validate, and share findings in the formats your team already uses.
Tailored delivery — access insights in the format each stakeholder needs.
Flexible access — explore results via dashboards, exports, APIs, or MCP-connected agents.
Audit trail — drill from high-level findings into underlying source evidence.
Export formats
Word / DOCX
Excel / XLSX
PDF
CSV
Dashboard API
Custom Template
100%
Source-cited findings. Every output includes the exact source passage it was drawn from — audit-ready from day one.
Off-the-shelf packages
Ready to run on day one.
Proven assessment criteria for common use cases. Use out of the box or tailor to your approach.
GHG Emissions Reporting
Physical Climate Risk & Adaptation
Net Zero & Transition Plan
Supply Chain ESG Scorecard
Investor ESG Due Diligence
Don't see a relevant assessment type? Build a custom methodology →
Use cases
Every workflow your team runs. Manifest handles it.
From a single gap assessment to portfolio-wide monitoring. The same engine replaces the same manual work, at any scale.
Benchmarking
Compare against peers or standards at any scale. Identify leaders, laggards, and gaps without manual review.
Compliance
Map disclosures to regulatory requirements. Flag gaps before they become liabilities. CSRD, ISSB, and custom standards supported.
Due Diligence
Run structured assessments on acquisition targets or investment candidates, complete, cited, and comparable.
Gap Analysis
Surface what's missing in a company's disclosure. Prioritize material gaps and build improvement roadmaps.
Portfolio Monitoring
Track performance across an entire portfolio over time. Automate periodic reviews and prioritize engagement.
Research
Generate structured, evidence-backed analysis at scale. Cover more companies, more rigorously, in less time.
Thought Leadership
Produce insights backed by primary analysis, not data from third parties.
Supplier Assessment
Evaluate suppliers against criteria at volume. Identify risks, surface opportunities, and prioritize engagement.
Who we serve
Built for the teams who can't afford to get it wrong.
Whether you're producing deliverables, satisfying regulators, or managing risk, Manifest replaces the manual workflow with one your team can stand behind.
Advisors & Auditors
Scope faster, price competitively, and deliver client-ready analysis with full source traceability.
Business development
Scoping & pricing
Delivery & support
Asset Managers & Owners
Apply your methodology consistently across your universe, with cited evidence behind every assessment.
Pre-investment due diligence
Portfolio monitoring
Stewardship & proxy voting
Nonprofits & NGOs
Apply your framework consistently across every member, so your team can focus on engagement and influence.
Member assessment
Sector benchmarking
Research & reporting
Public Companies
Benchmark peers, pressure-test disclosures, and ground every decision in defensible, cited evidence.
Peer benchmarking
Gap assessment
Supplier due diligence
Regulators & Supervisors
Apply your guidance consistently across every regulated entity in scope, in every official language.
Sector-wide coverage
Multilingual assessment
Defensible findings
Automate your workflows.
We'll run a real workflow on your sources and your criteria, then put it side-by-side with your current process.
What to expect
1
30-minute intro call
You'll connect with an expert who will better understand your needs.
2
Tailored to your use case
We'll explain the platform tailored to your workflow — whether it's due diligence, benchmarking, compliance, or something else.
3
No-commitment sample workflow
See what our engine can do first-hand. Prove the value before you commit.