At Frazier & Deeter, the problem was almost comically ordinary. The accounting and advisory firm had Salesforce. It had practitioners who knew clients. What it lacked was a reliable connection between the two. Few practitioners updated the records. Many administrative assistants lacked access. As the firm expanded, its collective acquaintance grew harder to see. People knew people. The database remained unconvinced.
- The job: capture contacts and activity, clean the records, reveal relationships.
- The buyer: firms where partners deliver the work and help win it.
- The wager: useful introductions are already hiding inside the business.
Introhive stepped into that gap. Its published customer account says that after three months, Frazier & Deeter had mapped more than 31,000 relationships and added 7,900 contacts. Those are discoveries and records, not 31,000 new friendships. That distinction explains both the appeal of the company and the limits of its promise.
The address book nobody finished
Co-founder Jody Glidden described the starting point in a 2020 retrospective: he and Stewart Walchli had repeatedly encountered inaccurate, incomplete CRM data. In 2012, they set out to automate the cleanup. The company’s early story begins with an administrative nuisance, the sort of problem that rarely gets a standing ovation at a sales meeting.
Yet an unfinished record has consequences. A colleague cannot suggest an introduction through a relationship she cannot see. A marketing team cannot confidently invite a client whose contact information is wrong. Asking busy professionals to repair every omission adds another task to the people already avoiding the first one.
Glidden’s account describes an evolution from automation into enrichment and AI-derived insights. The original chore opened onto a larger question: what could a firm do if the information generated by ordinary work became available across the organization?
“first you buy a CRM, then you buy us.”
Jody Glidden, co-founder, 2021
Find the person behind the introduction
Introhive captures contact and activity information from systems such as email and calendars, enriches the records, and builds a view of connections across a firm. Relationship scoring considers patterns including recency, frequency and reciprocity. Users can look for the colleague with a credible route into a prospective account, or notice that engagement with an important client has thinned.
The product family includes data automation, data quality, contact management and relationship intelligence. Pre-meeting digests bring relevant information into preparation. Relationship maps and analytics expose network gaps. Pathways adds connections through shared work history; Champion Tracking follows advocates’ career moves; Alumni Tracking makes former colleagues easier to include in business development.
Consider the difference between knowing a chief executive’s name and knowing that a partner in another office meets her regularly. Introhive sells the second kind of context. The software helps identify whom to ask. The partner still decides whether an introduction makes sense.
A construction company’s missing connections
Laing O’Rourke offers another instructive case. Its CRM arrived in 2009, but much contact information remained offline and Outlook did not capture it by default. Introhive’s customer story describes passive capture alongside Salesforce, helping teams identify stakeholders for bids, events and outreach. BrightGen participated in the broader Salesforce and customer-intelligence work.
The revealing detail is how familiar the starting problem sounds. An engineering and construction business and an accounting firm were both struggling to assemble knowledge their employees already possessed. Introhive’s present market focus spans legal, accounting, consulting and built-environment firms: businesses in which an existing relationship can influence the next assignment.
Company-published customer account; three-month results.
Its alternatives overlap. Affinity packages relationship intelligence within a CRM focused on private capital. Intapp DealCloud combines relationship intelligence with deal and professional-services workflows. Introhive’s emphasis is capturing, enriching and activating relationship data across the systems a firm uses. Automatic capture alone does not make it unique; the practical comparison is market fit, integrations and what a team will actually use.
The cost of making the invisible visible
Introhive sells enterprise software through a demo-led sales process. A buyer must price the subscription alongside integration, governance and adoption work. Frazier & Deeter’s published story claims more than $200,000 in return on investment, but that dollar figure is a value claim. It should never be read as the customer’s subscription bill or a guaranteed result elsewhere.
The disclosed investment is clearer: a $7.2 million Series B in 2015, followed by a $100 million Series C led by PSG in June 2021. The latter was intended for acquisitions, international expansion and hiring. Lee Blakemore became chief executive in January 2023, with enterprise customer growth central to his brief.
Now the map has an AI entrance
Ask Introhive launched in August 2025, letting users ask questions about accounts and relationships. In August 2026, the company made its Model Context Protocol server generally available. Compatible AI assistants and firm-built tools can draw on relationship context while following existing permissions and governance policies. The map can travel to the interface where someone is already working.
An October 2026 company-commissioned survey sharpens the pitch. Thinktiv surveyed 123 partners across legal, accounting and other professional services. Seventy-eight percent reported some relationship visibility that was hard to act on. It is a vendor-sponsored snapshot, not a census, but it identifies a useful question for buyers: does another screen help if nobody knows what to do next?
A useful map still needs a willing guide
The lesson readers can copy starts small. Pick an account. Check who has been in touch, find a colleague with relevant history, and ask whether an introduction would help. Agree who will follow up. Measure whether that conversation produces a useful next step.
That process depends on coverage, permission and cooperation. A firm that cannot connect its activity data will have blind spots. Colleagues unwilling to share context can leave opportunities untouched. Frequent messages do not prove trust, and silence does not always mean a client is leaving. Introhive can make a relationship visible. Someone still has to make the call.