Produces well-structured output that is approximately 90% complete. A user with deep domain expertise would assess this as solid work, still needing refinement. The remaining gaps require expert-level input and judgment.
Runs a complete consulting-grade analytical workflow from problem definition to an executive-grade, source-traced Word document in a single engagement.
Takes a business question and runs the full analytical cycle a strategy consultant would perform: scoping the problem into a decision-oriented question, dispatching two independent research agents in parallel to reduce confirmation bias, cross-validating all findings through a third agent, pressure-testing the evidence through triangulation and counter-argument construction, building a storyline that answers the client question, and delivering a professionally formatted Word document with full source traceability. Supports multiple data tiers including public research, uploaded client data, and expert interview transcripts, adjusting the research strategy based on what is available. All outputs are designed as high-quality working drafts for expert review, covering the analytical workload so the consultant can focus on client relationship judgment and final recommendations.
“Run a full engagement on whether our client should enter the European EV charging market”
A scoped problem statement, validated research from three agents, a sense-check report, a synthesized storyline, and a 4-6 page executive brief with numbered Research Notes tracing every claim to its source.
“Research the competitive landscape for retail media networks in grocery”
Two independent research memos covering different angles, a validated and cross-checked evidence base, and an executive summary with confidence scores and identified gaps.
“Define the problem for this client brief" (with uploaded documents)”
A structured problem statement with context, tension, question, and scope; a Precision Anchor to prevent analytical drift; a Deliverable Blueprint; and a Client Question Checklist extracted from the source material.
Works fully standalone using built-in web search, file creation, and document generation. Optional document storage connectors (Google Drive, SharePoint, OneDrive, Box, Dropbox) allow pulling client briefs from and saving reports to shared drives. No external APIs or paid data subscriptions are required.
Precision Anchor architecture — Every engagement starts by distilling the business question into a decision-oriented problem statement, a Deliverable Blueprint describing the ideal output, and a success metric that defines what a precise answer looks like. This anchor travels through every downstream phase, preventing the common failure where the analysis drifts to answer an easier question than the one the client asked.
Dual-agent parallel research — Two independent research agents investigate the question simultaneously from dynamically generated, non-overlapping angles. Neither agent sees the other's findings. This architecture reduces confirmation bias: where a single researcher tends to find evidence supporting their initial direction, two independent threads surface contradictions and blind spots.
Three-tier validation — A dedicated validator agent cross-checks both research memos for consistency, flags contradictions, scores every source on a four-level confidence scale, and compiles a unified source registry with URLs. The user can optionally dispatch a third deep-dive agent targeting specific under-explored areas identified by the validator.
Answer-first synthesis — The storyline starts with a one-sentence governing message that directly answers the client question, then builds 2-4 supporting arguments with evidence mapped to each. The structure follows the logic of the answer, not a rigid framework, choosing from patterns like recommendation-with-pillars, option comparison, or diagnostic-then-prescription based on what fits the question.
Independent deliverable validation — The agent that wrote the report never audits its own output. A separate validator checks the final document against the source registry, the sense-check report, the synthesis storyline, and the Client Question Checklist. The report must pass source completeness, counter-argument coverage, headline fidelity, and banned-language checks before delivery.