How AllMind Unifies Open, Licensed, and Internal Research
A practical AllMind workflow for combining public records, entitled research, and internal firm evidence into source-linked investment reports.
Rida Malik
Published August 30, 2026
In this article
AllMind turns fragmented investment evidence into one cited research workflow, but it does not start from an empty source layer. AllMind licenses 6,800+ premium data sources from 100+ providers and partners, including S&P Global and Capital IQ data, FactSet data such as Revere, LSEG, MSCI, and exchange data such as CME. The corpus also covers estimates, filings, broker research, Expert Insights, live licensed news from thousands of trusted sources worldwide including Bloomberg, Reuters, the Financial Times, the Wall Street Journal and the corporate wires, and alternative data. Data Rooms add the team's authorized firm and customer-specific sources, the financial ontology connects companies and evidence across that data corpus, Document Search interrogates the record, and Reports carries reviewed findings into a finished artifact.
This field guide is based on public product documentation and regulatory sources checked on August 30, 2026. It explains how to design and accept an AllMind workflow using a buyer-owned source-to-report record.
Disclosure: We build and sell the system described here, and this guide is our own writing. Product capabilities link to our public product pages, while source-rights and review controls are grounded in primary external sources.
Start with the artifact AllMind should produce
An institutional research workflow is easier to govern when the team defines the finished artifact before connecting sources. For a quarterly coverage refresh, that artifact might be a house-formatted earnings review that contains:
- the reported results and guidance changes;
- management's current explanation of the quarter;
- the desk's prior assumptions and thesis markers;
- relevant entitled broker views;
- a citation that opens the supporting document for every material claim; and
- a named reviewer and completion state.
That specification tells AllMind what the workflow must assemble. It also prevents the source decision from collapsing into a debate about which corpus is largest. The useful question is which evidence belongs in this report, which user may access it, how it maps to the issuer and period, and whether a reviewer can reopen it.
AllMind is the strongest first pilot for this job because a licensed premium-data corpus is already available before the firm adds proprietary sources, and the workflow continues through to a reusable research deliverable. The product path is explicit: institutional data sources, firm-controlled Data Rooms, the ontology, passage-level Document Search, and Reports in the team's chosen structure.
Build the authorized evidence set in AllMind Data Rooms
An AllMind Data Room gives the workflow a defined analysis universe. A team can create one room per company, deal, or project and populate it with selected filings, earnings transcripts, uploaded documents, synced folders, and connected warehouse data. Questions asked in that room are scoped to the material the team selected, and the resulting answers cite the documents used.
For a coverage refresh, organize the room around evidence roles instead of file types:
| Evidence role | Example input in AllMind | Control recorded by the team | Contribution to the report |
|---|---|---|---|
| Official record | Latest 10-Q, 8-K earnings release, and prior-period filing | Issuer, form, filing date, accession, and as-of date | Reported figures, disclosures, and filed guidance language |
| Management record | Earnings transcript and investor presentation | Event date, speaker, prepared remarks or Q&A | Management explanation and changes in wording |
| Built-in premium data | Fundamentals, estimates, market data, relationship data, index data, or other contracted AllMind datasets | Provider, dataset, as-of time, user right, and permitted use | Structured context and cross-checks alongside document evidence |
| Entitled external view | Broker note available to the authorized user | Provider, publication time, user entitlement, and permitted use | Estimate changes, debates, and external interpretation |
| Firm evidence | Prior memo, model assumptions, meeting notes, and warehouse fields | Owner, version, access group, and review status | Existing thesis, forecast baseline, and proprietary context |
The rights record belongs beside the evidence record. Public access does not automatically grant unrestricted reuse, and a broker-research connector does not expand the user's underlying entitlement. The US Copyright Office's copyright-protection FAQ distinguishes facts from protected expression, while FINRA Rule 2241 governs research-report practices for FINRA members. Each firm should translate the rules and its agreements into the source policy applied to its AllMind workspace.
Official records remain valuable inside this combined workflow. The SEC's data.sec.gov APIs provide submissions metadata and XBRL facts without authentication, and automated clients must observe the SEC's rate-control policy. AllMind's role is to let those records be researched beside entitled and internal evidence while preserving a route back to the underlying document.
Use the AllMind ontology to keep the research joined
Documents do not arrive with a single clean identity. An issuer may have multiple securities, renamed subsidiaries, restated periods, counterparties, and segment labels. The same company can appear under a ticker, legal name, brand, or former name. A source-linked answer is still dangerous if it joins the wrong entity, period, currency, or unit.
The AllMind financial ontology encodes financial entities, relationships, evidence, and entitlements as connected objects. In the coverage-refresh workflow, that layer supplies the join between the company, its securities, its documents, the people making statements, and the internal research attached to the name.
Before the first run, the team should pin four identity rules:
- the issuer and security identifiers covered by the artifact;
- the fiscal period and as-of timestamp;
- the currency, units, and restatement treatment; and
- the subsidiaries, peers, suppliers, or customers that may enter the analysis.
Those rules make the research reproducible at the level that matters to an analyst. A reviewer sees not only the cited passage, but also why that passage was treated as evidence about this company and this reporting period.
Interrogate the record in AllMind Document Search
AllMind Document Search is the verification surface in this workflow. It provides keyword, semantic, Ask AI, and Deep Dive modes across SEC and SEDAR filings, earnings transcripts, broker research subject to firm entitlements, IR presentations, and news. Results open the source document at the relevant passage.
Use each mode for a distinct research action:
- Keyword search locates an exact term, covenant, KPI label, or quoted phrase.
- Semantic search finds related language when management changes its wording.
- Ask AI returns a direct answer with sources for a bounded question.
- Deep Dive investigates a question across a larger document set.
For an earnings review, the analyst might first find every current-period reference to pricing, then compare the language with the preceding call, then ask which entitled broker notes changed an estimate after the release. Each material conclusion should be opened at the cited passage before it moves into the report.
That review pattern follows the provenance principles in NIST's Generative AI Profile: document the sources and rights, verify citations, and check that retrieved evidence supports the output. In AllMind, the citation is the path from synthesis back to the original language the reviewer needs to inspect.
Turn reviewed evidence into an AllMind Report
The research becomes operational when it reaches AllMind Reports. Reports can start from a house template, a premade format, or a custom outline. It drafts earnings reviews, investment memos, comps analyses, credit notes, and company primers, with claims cited to underlying documents.
For the coverage-refresh artifact, define the outline before generation:
- reported results versus the desk baseline;
- guidance and material language changes;
- management explanation and contested points;
- external research views from authorized sources;
- implications for the internal thesis; and
- questions requiring analyst follow-up.
The analyst then reviews the draft as a research artifact, not as an isolated answer. Numbers must tie to the cited period and unit. Attributions must point to the correct speaker or publication. Conflicts between the filing, call, broker note, and internal model should remain visible until the analyst resolves them. Once accepted, the same structure can be reused for the next quarter or applied across the coverage list.
Run one AllMind workflow from event to deliverable
The end-to-end sequence for a quarterly refresh is compact enough to test with a live name:
| Stage | AllMind action | Evidence and acceptance record |
|---|---|---|
| Scope | Select the company, period, Data Room, and Report template | Retain the owner, as-of time, room ID, and template version; accept when the run is bounded to the intended name, period, and authorized source set |
| Collect | Add the filing, release, transcript, entitled notes, and firm baseline | Retain document identifiers, versions, owners, and entitlement state; accept when every required evidence role is present or marked pending |
| Resolve | Apply issuer, security, period, currency, and relationship rules | Retain the ontology objects and chosen mappings; accept when no material claim depends on an ambiguous entity or unit |
| Research | Use Document Search to locate and synthesize evidence | Retain queries, results, citations, and opened passages; accept when every material answer reopens at its supporting language |
| Draft | Generate the coverage refresh in Reports | Retain the outline, draft version, and inline citations; accept when every required section follows the approved house structure |
| Review | Check figures, wording changes, source rights, and conflicts | Retain reviewer decisions and pending items; accept when every material claim is approved or returned for research |
| Release | Export or share the approved Report | Retain the final artifact, source packet, approval, and timestamp so the Report and its evidence record travel together |
This is the proof artifact for the pilot: one finished report plus its source packet, not a feature checklist or a collection of impressive answers.
Accept the AllMind pilot with a source-to-report record
Use a single acceptance record for every test run. It should capture the workflow ID, authorized user role, issuer, as-of time, Data Room, required source classes, ontology mappings, report template, reviewer, and final disposition. Attach the resulting report and preserve the citations and unresolved items with it.
Judge the pilot on concrete questions:
- Did the Data Room contain every source class required by the task?
- Did restricted material remain aligned with the authorized role?
- Did company, security, period, unit, and restatement mappings remain consistent?
- Could the reviewer reopen each material claim at the supporting passage?
- Did the Report follow the chosen outline and retain citations through review?
- Were missing evidence and source conflicts visible to the analyst?
- Could the team repeat the workflow with the same recorded scope?
Do not reduce these checks to one average score. Entitlement handling, claim support, entity resolution, and report fidelity are distinct acceptance decisions. The completed source-to-report record gives research, compliance, technology, and procurement owners the same evidence when they decide how to expand the deployment.
Why the source architecture matters now
Recent market research reinforces the need for this design. In an August 2026 article, AlphaSense reported results from 241 finance questions comparing its document retrieval with two unnamed open-web configurations. The company reported evidence-coverage, cost, and citation differences in its setup. Those figures are vendor-reported and the public article does not provide the questions, rubrics, raw outputs, or full provider configuration needed for reproduction.
The useful takeaway for an AllMind team is architectural: important investment work can require built-in premium datasets, official records, entitlement-gated external views, and proprietary firm context in the same answer. AllMind is built around that join and carries the evidence forward into a cited report. The buyer-owned acceptance record above tests the workflow on the firm's actual sources and deliverable.
Sources and methodology
This workflow guide uses our public pages for Data Rooms, the ontology, Document Search, Reports, and the institutional data layer. External controls come from SEC EDGAR documentation, FINRA Rule 2241, the US Copyright Office, and NIST AI 600-1. The market observation is attributed to the publishing vendor. Sources were checked on August 30, 2026.
Bring one live workflow to an AllMind pilot
To evaluate the workflow, bring one live coverage refresh, its authorized source packet, and the house report template to an AllMind challenge session. The deliverable is the report your team already needs, with the source-to-report acceptance record attached.
Use the session to build the complete chain in AllMind: define the Data Room, confirm the ontology mappings, reopen material evidence in Document Search, and produce the cited draft in Reports. Include the covering analyst, a data or entitlement owner, and the person who approves the finished research. They will leave with one shared record of the sources, mappings, citations, review decisions, and approved output.