AI Deck

Convogo — An AI platform that analyzes 360-degree feedback and interviews to generate leadership assessment reports

An AI analytics platform built for executive coaches, consultants, and talent development leaders. It reads the qualitative data that arrives as blocks of free text — 360-degree feedback, surveys, and interviews — then automates theme extraction, the selection of supporting quotes, and the drafting of assessment reports. The company is based in San Francisco, and the product began as a weekend hackathon project prompted by a question from the mother of co-founder Matt Cooper, herself an executive coach: could AI take over the repetitive work of writing reports? Over roughly two years it was used by thousands of coaches and partnered with major leadership development firms.

However, on January 8, 2026, it was reported that OpenAI would bring the Convogo team on board — an acqui-hire aimed at the people rather than the technology or IP — and that the Convogo product itself would be wound down. This article is therefore best read not as a guide to adopting the tool, but as a summary of what this category of tool was trying to solve.

Key Features

  • Theme extraction from qualitative data: AI reads across the free-text responses in 360-degree feedback and interviews and groups recurring patterns of strengths and challenges into themes, compressing hours of manual reading and sorting
  • Automatic selection of supporting quotes: For each extracted theme, it surfaces candidate respondent comments as evidence, so the output is not just “a conclusion the AI wrote” but something tied back to the raw data
  • Automated assessment report drafting: Using the themes and quotes, it assembles a draft of the report delivered to the client, letting the coach spend their time on editing and on preparing the conversation
  • Designed around a coach’s actual workflow: Rather than a general-purpose text generator, its features were arranged to follow the specific steps of leadership assessment work
  • Enterprise-grade security: Because it handles sensitive personnel information, the company published its security and compliance posture through a trust center (trust.convogo.com)

Pricing

PlanPriceNotes
Not publicly listed (contact required)Sold B2B to coaches and consulting firms; no public price list is available

Pricing information is as of August 2026. Following the OpenAI acqui-hire announced in January 2026, the product is scheduled to be wound down, so check the official site for the latest notice, including whether new contracts are still possible.

Pros & Cons

Pros

  • Compresses report writing, one of the most time-consuming routine tasks in coaching work
  • Because quotes are linked to each theme, you can verify the AI’s output against the raw data as you go
  • Compared with assembling prompts in a general chat AI each time, the workflow follows the assessment process without guesswork
  • Security disclosures were prepared on the assumption that personnel data would be handled

⚠️ Cons

  • With the January 2026 OpenAI acqui-hire, the product is set to be discontinued, making it hard to choose for a new deployment
  • No public price list, so evaluating it required an inquiry
  • Its focus on leadership assessment makes it overkill for general meeting summaries or survey tallies
  • The validity of AI-extracted themes and quotes ultimately has to be judged by a human coach

Comparison with Similar Services

ItemConvogoBetterUpCoachHubGeneral AI (ChatGPT / Claude, etc.)
Main roleAutomating assessment analysis and report generationCoaching platform (matching and delivering coaches)Digital coaching for enterprisesGeneral summarization and analysis of text
Intended userThe coach or consultant themselvesCorporate L&D teams and participantsCorporate L&D teams and participantsAnyone
Qualitative analysisCore featureMainly in-platform metricsMainly in-platform metricsPossible in general (you build the process)
Public pricingNot disclosed (contact required)Contact requiredContact requiredIndividual plans available
AvailabilityBeing wound downAvailableAvailableAvailable

The decisive difference from delivery-oriented platforms such as BetterUp and CoachHub was that Convogo was not a platform that “develops people on the coach’s behalf” — it was a tool that took over the processing of the qualitative data already in the coach’s hands.

Who Is It For

The problem Convogo set out to solve is shared by the roles below. If you face the same difficulty, these points are useful lenses when looking for a successor tool.

  • Executive coaches who lose a solid block of time to reading and writing up 360-degree feedback and interviews on every engagement
  • Consultants juggling assessments for several clients at once, where delivery speed has become the bottleneck
  • Talent development leads who want free-text responses from performance reviews and organizational surveys organized by theme rather than by impression
  • Teams that would rather trace an AI’s output back to the underlying comments than take it at face value

Summary

Convogo narrowed its scope to the specialized work of leadership assessment and automated a single flow from reading qualitative data through to drafting the report. A general-purpose AI chat can do similar work, but the structure of verifying as you go, with themes tied to quotes, was made possible precisely because the product was built for this niche.

At the same time, the January 2026 announcement of the OpenAI acqui-hire came with a plan to wind the product down, so it is no longer something to adopt anew. If you have the same needs, carry two criteria over to your choice of alternative: whether the AI’s conclusions come attached to the comments that support them, and whether the tool follows the steps of your own workflow.

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