Drive the ServiceGraph API ( https://api.servicegraph.co) to find,
shortlist, and enrich US management consulting firms via the
pro_services dataset. The catalog tags firms with
industry:management_consulting and a 7-tag service sub-taxonomy:
strategy-consulting, operations-consulting, executive-coaching,
leadership-development, organizational-development,
pmo-project-management, sales-revenue-consulting.
Always pin industry:management_consulting. Sub-services are
structured service_provided tags — confirm exact names via
/v1/datasets/pro_services/fields?include_values=1.
Any HTTP client works (curl, fetch, requests). Examples below use curl.
executive-coaching tag is for B2B (the firm hires the coach for their executives), not for the user themselves.If your harness has the ServiceGraph MCP server loaded (tools
containing servicegraph), prefer those — OAuth 2.1 + PKCE keeps the
token in the harness sandbox. Otherwise use the REST flow below.
pro_services)#Every endpoint requires the bearer ( Authorization: Bearer vk_…).
No anonymous tier.
EndpointCostUse it forGET /v1/datasets/pro_services/fields[?include_values=1]freeConfirm management_consulting industry value and sub-tag names.GET /v1/datasets/pro_services/check?filter=…freeValidate filter.POST /v1/datasets/pro_services/translate-intentfree{intent} → DSL filter + sanity count.GET /v1/datasets/pro_services/search?filter=…&limit=freeBrief firm cards + per-row unlock hint + total.GET /v1/datasets/pro_services/:apexfreeOne row brief; detail only if unlocked.POST /v1/datasets/pro_services/unlocks10 credits / firm{apexes:[...]} ≤100; atomic; 30-day TTL on detail.GET /v1/me/creditsfreeBalance.
Cost model. Discovery / validation / search / brief reads are
free. Detail (url, phone, email, social, address, full platforms
map) costs 10 credits per firm and lasts 30 days.
vk_* API keys minted in the dashboard. Keep the token out of the
LLM context — never read .env* into your context; dispatch via
shell.
Try the call first through a shell wrapper that sources .env.local:
bash
( set -a; [ -f .env.local ] && . ./.env.local; set +a;
curl -sS -H "Authorization: Bearer $SERVICEGRAPH_API_KEY" \
'https://api.servicegraph.co/v1/datasets/pro_services/fields' )
On 401 prompt the user:
"Open https://servicegraph.co/profile/api-keys, create a key, and add
SERVICEGRAPH_API_KEY=vk_…to.env.localhere (or export it). Tell me when done. Please don't paste the key into chat."
Retry after the user signals ready.
GitHub-search-style.
text
filter := orExpr
orExpr := andExpr ("OR" andExpr)*
andExpr := notExpr (("AND")? notExpr)* # whitespace = implicit AND
notExpr := ("NOT" | "-") notExpr | atom
atom := "(" filter ")" | predicate
predicate:= IDENT op valueOrList | bareword
op := ":" | "=" | ">=" | "<=" | ">" | "<"
valueOrList := value ("," value)*
value := IDENT | NUMBER | tagAtEvidence
tagAtEvidence := IDENT "@" ("low"|"medium"|"high")
bareword := IDENT | NUMBER # → keyword:<bareword>
Four rules that bite: AND binds tighter than OR (use parens);
comma list = OR within one predicate; negation is -x or NOT x;
bareword = keyword search (quote multi-word phrases).
Management-consulting examples (validate yours with /check):
text
industry:management_consulting service_provided:strategy-consulting@high
industry:management_consulting service_provided:operations-consulting state:NY
industry:management_consulting service_provided:executive-coaching
industry:management_consulting (service_provided:strategy-consulting@high OR service_provided:operations-consulting@high)
industry:management_consulting service_provided:organizational-development change
industry:management_consulting service_provided:strategy-consulting@high rating>=4 has:clutch
industry:management_consulting service_provided:pmo-project-management
Sub-service tag → typical user phrasing:
User asks forTagStrategy / strategic planningservice_provided:strategy-consultingOperations / ops consultingservice_provided:operations-consultingExecutive coach (for senior leaders)service_provided:executive-coachingLeadership development programsservice_provided:leadership-developmentOrg design / change managementservice_provided:organizational-developmentPMO / program managementservice_provided:pmo-project-managementSales/revenue opsservice_provided:sales-revenue-consulting
apex#Firms are identified by their apex domain ( mckinsey.com, not
www.mckinsey.com/about).
text
GET /v1/datasets/pro_services/search?filter=industry:management_consulting+state:CA+service_provided:strategy-consulting@high&limit=10
# Present, get pick of 3. "Unlocking 3 = 30 credits, 30-day TTL."
POST /v1/datasets/pro_services/unlocks
{ "apexes": ["firm-a.com", "firm-b.com", "firm-c.com"] }
text
GET /v1/datasets/pro_services/search?filter=industry:management_consulting+service_provided:operations-consulting+healthcare+-company_size_signal:large_50plus&limit=10
text
GET /v1/datasets/pro_services/search?filter=industry:management_consulting+service_provided:executive-coaching@high&limit=10
text
GET /v1/datasets/pro_services/search?filter=industry:management_consulting+service_provided:organizational-development+(merger OR integration)&limit=10
If thin, drop the keywords — organizational-development@high alone
captures change-management work.
text
GET /v1/datasets/pro_services/search?filter=industry:management_consulting+service_provided:operations-consulting+fractional&limit=10
text
GET /v1/datasets/pro_services/search?filter=industry:management_consulting+service_provided:strategy-consulting@high+rating>=4+(mckinsey OR bcg OR bain)&limit=10
The "alumni" angle isn't structured — keyword the firm names of the shops the alumni came from; many spinout consultancies advertise it in bio text.
User pastes 8–20 consulting-firm domains:
GET /v1/datasets/pro_services/:apex per domain — free brief
(404 = not in catalog, no charge).POST /unlocks = 10×N credits,
atomic, detail returned.industry:management_consulting. Without it, service_provided:strategy-consulting surfaces marketing or IT firms that list "strategy" as a sub-service.executive-coaching is for B2B. When a firm hires a coach for their executives, this skill applies. When an individual asks for a life coach or career coach for themselves, it's out of scope.apex, name, location, ratings. They DON'T include url, phone_primary, email_primary, legal_name, address_full, full platforms — those require an unlock.not_found / not_in_dataset 404 = not in pro_services. Skip; not charged.was_cached:true).JSON envelope: {"error": {"code": "...", "message": "..."}}.
StatusCodeWhat to do400filter_parse_error``position included; fix and re-validate with /check.400kind_in_filterStrip any kind: from filter.400field_not_in_datasetDrop the disallowed field.400invalid_apexRe-normalize.401unauthorized / invalid_audienceRe-prompt for fresh vk_….402insufficient_credits``needed and balance; nothing charged.404not_found / not_in_datasetSkip; not charged.429rate_limitedHonor Retry-After.
User: "Three top management-consulting firms in California focused on strategy, with strong third-party ratings."
text
GET /v1/datasets/pro_services/fields?include_values=1
GET /v1/datasets/pro_services/check?filter=industry:management_consulting+state:CA+service_provided:strategy-consulting@high+rating>=4+review_count_total>=20
GET /v1/datasets/pro_services/search?filter=...&limit=10
# Present briefs. "Unlocking 3 = 30 credits, 30-day TTL."
POST /v1/datasets/pro_services/unlocks
{ "apexes": ["firm-a.com", "firm-b.com", "firm-c.com"] }
GET /v1/me/credits