AI FDEs for your product. Get integrated with clients in minutes.
You ship one agent. Every enterprise customer needs a slightly different version: a discount threshold, a renamed field, an escalation path. Aviran turns each requirement into a validated change. Your operator approves each change.
From new customer to launched,
without a new hire.
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Understand
Aviran learns your product one time. The resulting product contract includes configurable objects, workflows, and permission boundaries.
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Onboard
First, Aviran extracts cited requirements for each customer. Then it generates the customer-specific build. Then it validates the build against the contract before anything ships.
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Maintain
Aviran suggests supported changes after launch. Each suggestion includes a diff and a rollback path. Aviran applies a change only after the operator approves it.
Grounded by our ICLR-backed research.
- Product contract, once
- Aviran learns your configurable objects, workflows, and permission boundaries a single time. Every later customer reuses the same contract. Each reuse requires less custom work than a new integration.
- Owner-routed blockers
- Most implementation delay sits with the customer: missing access, unclear ownership, unanswered questions. First, Aviran identifies the blocker's owner. Then Aviran asks the owner directly. Then Aviran tracks the answer as an implementation record.
- Approve, don’t audit
- Every generated config and every post-launch change ships with a diff, validation evidence, and a rollback path. Nothing goes live without operator approval.
Five stages, each with evidence.
The sequence is fixed. Nothing advances a stage without an artifact you can read. Nothing ships without your approval.
Learn the product once.
Aviran inspects your documentation, schemas, APIs, repositories, and sample deployments. The result is a confirmed product contract: what’s configurable, what’s supported, and what needs engineering.
- Identifies configurable prompts, policies, tools, and workflows
- Maps supported integrations, field mappings, and permissions
- Skippable when you already hand us a complete contract
| Configurable prompts & policies | In scope |
| Tools & workflows | In scope |
| Integrations & field mappings | In scope |
| Permissions & escalation rules | In scope |
| Actions requiring vendor engineering | Escalates |
Extract requirements, not assumptions.
Aviran reads customer documents, call transcripts, policies, Slack threads, and sample data. Aviran extracts structured, cited requirements from these sources. Aviran routes open questions to the right stakeholder.
- Every requirement is traceable to its source
- Missing or conflicting information is flagged and routed automatically
- Blocker owners and status are tracked until resolved
| Source | Requirement | State |
|---|---|---|
| SOW §4.2 | Discounts above 7% require approval | Confirmed |
| Slack | Field renamed deal_stage → opportunity_stage | Confirmed |
| Call | Salesforce sandbox access | Waiting |
| Call | Payment API test credentials | Blocking |
Blocking, owner: Acme payments lead, routed 2h ago
Generate the customer-specific build.
Aviran combines the vendor product contract with confirmed customer requirements. The result includes configuration, field mappings, workflows, and acceptance criteria for testing. Requirement mapping and candidate generation draw on ICLR-published search techniques. Aviran applies these techniques to implementation, not optimization.
- Config, mappings, and workflows generated from the product contract
- Acceptance tests and an implementation plan produced alongside the build
- Every artifact traces back to a source requirement
- discount_threshold
- null7%
- approval_required
- falsetrue
- crm_field
- deal_stageopportunity_stage
- escalation
- default (unchanged)
Each field cites the requirement it satisfies.
Prove it works before it ships.
Aviran checks the proposed configuration against your product contract for schema compatibility, permission correctness, expected behavior, and regressions. Each check produces evidence beyond a simple pass or fail.
- Contract compliance and schema checks
- Behavioral validation against acceptance criteria
- Failed checks include proposed remediation
| Contract compliance | Pass |
| Schema compatibility | Pass |
| Permission checks | Pass |
| Regression: escalation path | 1 flagged |
Remediation proposed for the flagged path, pending review.
Approve once. Maintain forever.
First, Aviran presents the plan, risks, and rollback path for operator approval. Then Aviran launches the customer. After launch, Aviran suggests supported changes for approval before they ship. Examples include policy updates, field mappings, and routing rules.
- Full plan, risk, and rollback surfaced before launch
- Post-launch changes are suggested, then approved, never silent
- Unsupported work escalates to engineering with full context
- Mon 09:14 Implementation approved by operator
- Mon 09:15 Customer launched, stage set to live
- Thu 14:02 Slack request: “discounts above 7% now require approval”
- Thu 14:04 Diff generated, pending operator approval
- Thu 14:11 Change approved and applied. Replied “done, live now.”
Questions from diligence.
Why wouldn’t we build this internally?
Deployment is a different surface from your core product. Aviran automates the onboarding and maintenance work. Aviran works faster than a human FDE. Your team spends its time on the product instead of manually onboarding 10 new customers. Requirements intake, configuration generation, validation, approvals, rollout, rollback, and auditability require substantial infrastructure to build from scratch. This infrastructure distracts from your core product.
What can Aviran actually change without approval?
Nothing ships without operator sign-off. Aviran suggests changes, such as policy updates, prompt and workflow edits, field mappings, integration config, and routing rules. Aviran shows the exact diff for each change. You approve each change before it goes live.
What happens when the customer is the blocker?
A lot of implementation delay sits with the customer: missing access, unclear ownership, unresolved requirements. First, Aviran identifies who owns each blocker. Then Aviran asks the owner directly. Then Aviran turns the answer into an implementation record, for example: “Salesforce sandbox access (Owner: Acme CRM admin, Status: Waiting).”
Stop backlogging onboarding.
Start shipping to customers.
We onboard one of your customers live in a 30-minute walkthrough.