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import time
import gradio as gr
# ---------- Helpers ----------
def _yes_no(v: bool) -> str:
return "Yes" if v else "No"
def _join(items):
return ", ".join(items) if items else "Not specified"
def qualify_signal(users_in_scope, required_features, stage, timeline, review_teams):
score = 0
# scale
if users_in_scope in ["200β1,000", "1,000+"]:
score += 2
elif users_in_scope == "50β200":
score += 1
# governance/security must-haves
required_features = set(required_features or [])
must_haves = {"Mandatory SSO", "Audit logs", "Team-based access (Resource Groups)"}
score += 1 if len(must_haves.intersection(required_features)) >= 2 else 0
score += 1 if "SCIM provisioning/deprovisioning" in required_features else 0
score += 1 if "Exportable logs (SIEM)" in required_features else 0
# buying motion
if stage in ["Approvals in progress", "Budget approved / procurement engaged"]:
score += 2
elif stage == "Shortlisting vendors":
score += 1
if timeline in ["< 1 month", "1β3 months"]:
score += 1
# enterprise review involvement
review_teams = set(review_teams or [])
if "Legal" in review_teams:
score += 1
if "Information Security" in review_teams or "Compliance / Risk" in review_teams:
score += 1
if score >= 7:
return "strong"
if score >= 4:
return "moderate"
return "exploratory"
def build_summary(
organization,
industry,
company_size,
regions,
users_in_scope,
idp,
required_features,
data_residency,
siem_tool,
compliance_frameworks,
content_types,
review_teams,
decision_makers,
stage,
timeline,
call_success_criteria,
open_questions,
):
summary = {
"organization": (organization or "").strip(),
"industry": industry,
"company_size": company_size,
"regions": regions or [],
"estimated_users_in_scope": users_in_scope,
"sso_provider": idp,
"required_features": required_features or [],
"data_residency": data_residency,
"siem_tool": (siem_tool or "").strip(),
"compliance_frameworks": compliance_frameworks or [],
"content_types_in_scope": content_types or [],
"review_teams": review_teams or [],
"decision_makers": decision_makers or [],
"evaluation_stage": stage,
"timeline": timeline,
"call_success_criteria": (call_success_criteria or "").strip(),
"open_questions": (open_questions or "").strip(),
}
summary["qualification_signal"] = qualify_signal(
users_in_scope=users_in_scope,
required_features=required_features,
stage=stage,
timeline=timeline,
review_teams=review_teams,
)
return summary
def format_briefing(s):
rf = set(s.get("required_features", []) or [])
briefing = f"""
ENTERPRISE HUB β PRE-CALL BRIEFING
Organization
- Name: {s.get('organization') or 'Not specified'}
- Industry: {s.get('industry') or 'Not specified'}
- Company size: {s.get('company_size') or 'Not specified'}
- Regions: {_join(s.get('regions'))}
Scope
- Estimated users: {s.get('estimated_users_in_scope') or 'Not specified'}
- SSO provider: {s.get('sso_provider') or 'Not specified'}
- Content in scope: {_join(s.get('content_types_in_scope'))}
Security & Governance (high-level)
- Mandatory SSO: {_yes_no("Mandatory SSO" in rf)}
- SCIM provisioning: {_yes_no("SCIM provisioning/deprovisioning" in rf)}
- Audit logs: {_yes_no("Audit logs" in rf)}
- Exportable logs (SIEM): {_yes_no("Exportable logs (SIEM)" in rf)}
- Team-based access (Resource Groups): {_yes_no("Team-based access (Resource Groups)" in rf)}
- Token lifecycle management: {_yes_no("Token lifecycle management" in rf)}
- Mandatory 2FA: {_yes_no("Mandatory 2FA" in rf)}
- Data residency: {s.get('data_residency') or 'Not specified'}
- SIEM tool (if applicable): {s.get('siem_tool') or 'Not specified'}
Legal / Compliance
- Frameworks: {_join(s.get('compliance_frameworks'))}
- Review teams: {_join(s.get('review_teams'))}
Buying Process
- Stage: {s.get('evaluation_stage') or 'Not specified'}
- Timeline: {s.get('timeline') or 'Not specified'}
- Decision makers: {_join(s.get('decision_makers'))}
Call Success Criteria
- {s.get('call_success_criteria') or 'Not specified'}
Open Questions (optional)
- {s.get('open_questions') or 'None provided'}
Qualification Signal
- {str(s.get('qualification_signal') or '').upper()}
""".strip()
return briefing
def submit(*vals):
summary = build_summary(*vals)
briefing_text = format_briefing(summary)
# Save JSON for download (optional)
json_output = json.dumps(summary, indent=2, ensure_ascii=False)
filename = f"enterprise_intake_{int(time.time())}.json"
with open(filename, "w", encoding="utf-8") as f:
f.write(json_output)
return briefing_text, filename
# ---------- UI ----------
with gr.Blocks(title="Enterprise Hub β Pre-Call Intake") as demo:
gr.Markdown(
"""
# Enterprise Hub β Pre-Call Intake
Short intake (β3β5 minutes). Generates a **human-readable pre-call briefing** + optional JSON download.
"""
)
with gr.Accordion("Organization & Scope", open=True):
with gr.Row():
organization = gr.Textbox(label="Organization name", placeholder="e.g., ACME Bank")
industry = gr.Dropdown(
label="Industry",
choices=[
"Financial Services / Banking",
"Government / Public Sector",
"Healthcare / Life Sciences",
"Technology / Software",
"Telecommunications",
"Energy / Industrial",
"Retail / E-commerce",
"Other",
],
value="Technology / Software",
)
company_size = gr.Radio(
label="Company size (employees)",
choices=["< 500", "500β2,000", "2,000β10,000", "10,000+"],
value="500β2,000",
)
regions = gr.CheckboxGroup(
label="Regions where the Hub would be used",
choices=["North America", "Europe", "Middle East", "Asia-Pacific", "Global / Multi-region"],
)
users_in_scope = gr.Radio(
label="Estimated number of Hub users in scope",
choices=["< 50", "50β200", "200β1,000", "1,000+"],
value="50β200",
)
content_types = gr.CheckboxGroup(
label="What would be in scope on the Hub?",
choices=[
"Private model repos",
"Private datasets",
"Spaces (apps/demos)",
"Internal forks of open-source models",
"Fine-tuning artifacts",
"Other / unsure",
],
)
with gr.Accordion("Security, Access & Governance", open=True):
idp = gr.Dropdown(
label="SSO identity provider",
choices=["Azure AD / Entra ID", "Okta", "Google Workspace", "Ping", "Auth0", "Other"],
value="Azure AD / Entra ID",
)
required_features = gr.CheckboxGroup(
label="Required capabilities (check all that apply)",
choices=[
"Mandatory SSO",
"SCIM provisioning/deprovisioning",
"Audit logs",
"Exportable logs (SIEM)",
"Team-based access (Resource Groups)",
"Token lifecycle management",
"Mandatory 2FA",
],
)
data_residency = gr.Radio(
label="Data residency requirement",
choices=["No specific requirement", "Region-specific storage required", "Regulatory constraints apply"],
value="No specific requirement",
)
siem_tool = gr.Textbox(
label="If SIEM export is required, which SIEM do you use? (optional)",
placeholder="e.g., Splunk, Sentinel, QRadar",
)
with gr.Accordion("Legal, Compliance & Process", open=False):
compliance_frameworks = gr.CheckboxGroup(
label="Compliance frameworks (if applicable)",
choices=["SOC 2", "ISO 27001", "GDPR", "HIPAA", "Financial / banking regulations", "Other / unsure"],
)
review_teams = gr.CheckboxGroup(
label="Teams involved in review",
choices=["Legal", "Information Security", "Compliance / Risk", "IT", "Procurement", "Data / AI Leadership"],
)
decision_makers = gr.CheckboxGroup(
label="Primary decision maker(s)",
choices=["CISO / Head of Security", "CTO / Engineering leadership", "Head of Data / AI", "Procurement", "Shared committee"],
)
stage = gr.Radio(
label="Evaluation stage",
choices=["Early evaluation", "Shortlisting vendors", "Approvals in progress", "Budget approved / procurement engaged"],
value="Early evaluation",
)
timeline = gr.Radio(
label="Target decision timeline",
choices=["< 1 month", "1β3 months", "3+ months", "No fixed timeline"],
value="1β3 months",
)
with gr.Accordion("Call Preparation", open=True):
call_success_criteria = gr.Textbox(
label="What must we cover on the call for it to be successful?",
lines=3,
placeholder="e.g., confirm SSO + audit log coverage; clarify access model; align legal next steps",
)
open_questions = gr.Textbox(
label="Any specific questions or concerns to address live? (optional)",
lines=3,
placeholder="e.g., license/IP questions; vulnerability concerns; approval steps; rollout approach",
)
submit_btn = gr.Button("Generate pre-call briefing", variant="primary")
output_briefing = gr.Textbox(
label="Pre-Call Briefing",
lines=22,
interactive=False,
show_copy_button=True,
)
output_file = gr.File(label="Download JSON (optional)")
submit_btn.click(
fn=submit,
inputs=[
organization,
industry,
company_size,
regions,
users_in_scope,
idp,
required_features,
data_residency,
siem_tool,
compliance_frameworks,
content_types,
review_teams,
decision_makers,
stage,
timeline,
call_success_criteria,
open_questions,
],
outputs=[output_briefing, output_file],
)
demo.launch(share=True)
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