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
100% source-cited findings, auditor-ready
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.

Trusted by

How it works

Automate the research, not the judgment.

Four connected layers turn your methodology into consistent, source-linked assessments at scale.

New Project Step 2 of 4 · Documents

1 Organizations 2 Documents 3 Methodology 4 Review

Document types

Annual Report Sustainability Report TCFD Report Proxy Statement 10-K Governance Report View other document types

Document years Most recent year available

OrganizationDocumentTypeYear

Company ASustainability ReportSustainability2024

Company BAnnual ReportAnnual2024

Company CTCFD ReportTCFD2024

Tables, footnotes and appendices are extracted with the text.

1 Organizations 2 Documents 3 Methodology 4 Review

Choose a methodology

Your custom methodology Your house view, encoded once

CSRDESRS

ISSBIFRS S1 & S2

TCFD11 recommendations

GRIUniversal & topic

OSFI B-15Canada

SB 261California

Before it runs 12,400 in balance → 8,600 selected Run Project

The same methodology every time, and the scope confirmed before you commit.

Overview · all 50 organizations

50Organizations

1Fully

3Strongly

16Partially

29Not Aligned

100%Top Score

Alignment Distribution

Fully Aligned1

Strongly Aligned3

Partially Aligned16

Not Aligned29

Highest & lowest scoring

Company A100.0%

Company B92.4%

Company I24.7%

Company J12.6%

The comparison is already built when the project finishes. No export, no assembly.

Dashboards Connectors Verify it here, or work with it where your team already is

In Dashboards

Overview› Company C› ESRS E1-4

ESRS E1-4 Partial

An intention to reduce operational emissions is stated. No base year and no interim milestone are disclosed.

“Targets are set at site level and consolidated annually; a group-wide baseline has not yet been established.”

Annual Report 2024 · p. 112

In your AI assistant

Claude ChatGPT Copilot

Which holdings set an emissions target with no base year?

Seven of the fifty. Company C is the highest scoring among them: its target has neither a base year nor an interim milestone. Annual Report 2024 · p. 112

Connected to your projects, answering from your assessed data.

Same findings, same citations, whichever surface your team works in.

Illustrative product views. Organizations anonymised.

Ingest

The right disclosures, ready to assess.

Choose the organizations, document types, and reporting years relevant to your project. Manifest gathers the public disclosures automatically, or you can upload your own.

Define

Your methodology, applied consistently.

Use your own criteria or start with a prebuilt framework such as CSRD, ISSB, TCFD, GRI, OSFI B-15, or SB 261. Manifest applies the same methodology to every organization, every time, with the full scope confirmed before the assessment begins.

Assess

Every organization assessed the same way.

Manifest evaluates the entire set against your criteria and organizes the results automatically. See who meets each requirement, where gaps appear, and which findings deserve attention without manually assembling the comparison.

Review

Trace every finding. Use it anywhere.

Drill into any result to see the determination, reasoning, supporting evidence, and exact source. Review findings in Manifest or connect them to the AI tools your team already uses, with the same evidence and citations carried through.

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

Data points59

Subtopics6

Physical Climate Risk & Adaptation

Data points39

Subtopics6

Net Zero & Transition Plan

Data points70

Subtopics5

Supply Chain ESG Scorecard

Data points306

Subtopics9

Investor ESG Due Diligence

Data points179

Subtopics10

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