Question 1

How do I scope a custom software project?

Accepted Answer

Begin with a structured discovery sprint — current state, target outcomes, integrations, non-functional requirements and a phased delivery plan with measurable milestones every quarter.

Question 2

When should I rewrite vs. refactor?

Accepted Answer

Refactor when the architecture is sound but code quality has decayed. Rewrite only when the data model, tech stack or domain model itself blocks the next three years of roadmap.

Question 3

What does a modern engineering team look like?

Accepted Answer

Cross-functional pods: product, design, engineering, QA and SRE. Trunk-based development, weekly releases, observability from day one and an explicit error budget.

Question 4

Where does AI actually pay back inside the enterprise?

Accepted Answer

Document-heavy workflows, customer support triage, sales research, code generation, internal search and decision support. Avoid AI as a feature; treat it as a capability.

Question 5

Do we need to fine-tune a model?

Accepted Answer

Usually no. Retrieval, structured prompts and tool use solve 80% of enterprise use cases. Fine-tuning is justified for domain-specific tone, evaluation criteria or strict latency budgets.

Question 6

How do we govern AI safely?

Accepted Answer

A model registry, approved data sources, prompt and output logging, human-in-the-loop for high-impact decisions, red-teaming and a clear AI acceptable-use policy.

Question 7

AWS, Azure or GCP — how do we choose?

Accepted Answer

Match the cloud to the workload: AWS for breadth and regulated scale; Azure for Microsoft estates and enterprise identity; GCP for data, ML and global networking. Multi-cloud only when the business case is clear.

Question 8

How long does a cloud migration take?

Accepted Answer

A focused workload migrates in 8–16 weeks. A full enterprise estate runs 12–24 months in waves, sequenced by business risk and dependency depth.

Question 9

How do we control cloud costs?

Accepted Answer

Tag everything, right-size on real telemetry, commit to savings plans, isolate non-prod, autoscale aggressively and build a monthly FinOps review with engineering and finance in the same room.

Question 10

Should we customize Salesforce or build a custom CRM?

Accepted Answer

Customize when your sales process resembles the industry default. Build custom when the workflow IS your competitive advantage — fintech underwriting, healthcare intake, B2B onboarding.

Question 11

What's the biggest CRM mistake?

Accepted Answer

Treating CRM as a database instead of a workflow. The win is in the journeys, automations, alerts and the data flowing in from product, billing and support.

Question 12

What's the right multi-tenancy model?

Accepted Answer

Shared-everything for most SaaS. Pool-with-isolation for regulated tiers. Silo-per-tenant only for enterprise contracts where data residency is non-negotiable.

Question 13

How do we price a SaaS product?

Accepted Answer

Anchor to value delivered, not seats. Test three tiers, package outcomes not features, and run quarterly pricing reviews against retention and expansion data.

Question 14

What's the minimum security posture for enterprise software?

Accepted Answer

SSO, MFA, RBAC, encryption in transit and at rest, audit logs, secrets management, dependency scanning, quarterly pen tests and a documented incident response plan.

Question 15

Do we need SOC 2 from day one?

Accepted Answer

Not from day one — but design for it. Build the controls into the platform; pursue the audit when enterprise sales begin asking. The retrofit is 5–10× more expensive than the design.

Insights, guides & engineering knowledge.

Editorials from the engineering floor.

Thirteen categories. One knowledge graph.

Practitioner playbooks.

Templates, checklists & frameworks.

A recommended reading order.

The stack behind every engagement.

Long-form research from EVSORA leadership.

Watch the engineers walk through it.

Twenty essential terms, decoded.

What's moving — and what's noise.

Stay ahead of technology.

Questions we answer every week.

Continue across the EVSORA universe.

What we believe — and publish in public.

Written by practitioners. Reviewed by architects.

Need expert guidance instead?

Insights, guides & engineering knowledge.

Editorials from the engineering floor.

Thirteen categories. One knowledge graph.

Practitioner playbooks.

Templates, checklists & frameworks.

A recommended reading order.

The stack behind every engagement.

Long-form research from EVSORA leadership.

Watch the engineers walk through it.

Twenty essential terms, decoded.

What's moving — and what's noise.

Stay ahead of technology.

Questions we answer every week.

SoftwareHow do I scope a custom software project?

SoftwareWhen should I rewrite vs. refactor?

SoftwareWhat does a modern engineering team look like?

AIWhere does AI actually pay back inside the enterprise?

AIDo we need to fine-tune a model?

AIHow do we govern AI safely?

CloudAWS, Azure or GCP — how do we choose?

CloudHow long does a cloud migration take?

CloudHow do we control cloud costs?

CRMShould we customize Salesforce or build a custom CRM?

CRMWhat's the biggest CRM mistake?

SaaSWhat's the right multi-tenancy model?

SaaSHow do we price a SaaS product?

SecurityWhat's the minimum security posture for enterprise software?

SecurityDo we need SOC 2 from day one?

Continue across the EVSORA universe.

What we believe — and publish in public.

Written by practitioners. Reviewed by architects.

Need expert guidance instead?