What does Teravictus do?

We fix the disconnect between CRM, billing, and finance systems so revenue teams operate from one correct number.

What is the Teravictus pilot program?

A hands-on, 4 to 5 month engagement where we overhaul your revenue systems end to end. Discounted pricing for pilot partners with a money-back guarantee.

Who is Teravictus built for?

RevOps, Sales Ops, and Finance/Accounting teams at mid-market B2B SaaS companies.

Context Quality Simulator

Context Quality SimulatorConceptual Demo

▸Which accounts are most at risk this quarter, and why?

Model Claude / GPT-class

Last refresh 2m ago

Same model

Same question

Different context

Different context quality348 fewer tokens −41%

Raw MCP Context Mode

MCP Source Feed

mcp.salesforce.queryRaw payload

// 3 account records — mixed entity names "Id": "001abc123", "Name": "Acme Inc", "Stage": "Renewal", "ARR": 48000, "Renewal_Date": "2026-05-18", "Health_Status": "Green" // stale — 47d ago

⚠ Unresolved entity: "Acme Inc" · Duplicate entity

mcp.gong.transcriptTranscript-heavy

"meeting_title": "Acme Corp - Renewal Review", "duration_sec": 735, "speaker_turns": 47, "transcript": "...rollout has been slower than planned... only 20% of seats active... executive attention is low this cycle... invoice delay causing concern... procurement is evaluating alternatives from two other vendors... onboarding blockers still unresolved..." // +4,800 chars of raw transcript continues below // entity: "Acme Corp" — conflicts with SF "Acme Inc"

⚡ Schema mismatch — "Acme Corp" ≠ "Acme Inc"

mcp.mixpanel.eventsRaw payload

"workspace": "acme-prod", "wau": 14, "wau_prev": 22, "modules_active": 2, "modules_total": 5, "last_admin_login_days_ago": 9

mcp.zendesk.ticketsSource conflict

"open_tickets": 4, "escalations_10d": 3, "avg_frt": "11h24m", "csat_trend": "6.8->5.9", "themes": ["onboarding", "crm_sync"]

mcp.stripe.invoicesOverdue signal

"invoice_status": "overdue", "days_overdue": 12, "last_payment": "2026-03-31", "contract_status": "active"

Context Window Assembly

Context Window Assembly● Low confidence

Documents retrieved

Characters

48,920

Entity resolution

Incomplete

Conflict rate

High

Context quality

Noisy — fragmented signals, duplicate entities

Estimated token load847 tokens

▲ High token burn

Latency: 18.4sConfidence: LowGrounding: WeakEvidence: Scattered

AI Response

AI Response⚠ Hedged · Inconsistent ranking

The accounts that may be most at risk this quarter include Acme Inc, Northstar Labs, and possibly VertexOps. Acme appears to show the strongest warning signals across usage, support activity, and customer conversations, although some source fields are inconsistent and additional review may be required. Northstar Labs may have moderate adoption risk, while VertexOps appears lower risk at this time.

Observation: hedged ranking, inconsistent entity resolution, low-confidence prioritization

Why the Model Said This

Evidence Panel5 signals · ungrounded

Usage downOpen ticketsMixed sentimentContract activeSource conflict

Normalized Intelligence Mode

Ranked Accounts at RiskPrioritized from normalized context

Acme Corp

Usage down 37%, escalations up, invoice overdue 12d

High

Health 42 · Renewal 26d

▶ Selected

Northstar Labs

Low feature adoption, champion inactive

Medium

Health 61 · Renewal 41d

VertexOps

Mild engagement decline, no billing risk

Low

Health 78 · Renewal 63d

Selected Account Intelligence

Acme CorpHigh Risk

Mid-market · Growth Annual · Owner: Sarah Chen

ARR

$48,000

Renewal

26 days

Health score

42/100

Risk tier

High

Health

Usage

Weekly active users14

Prior week22

14-day trend−37%

Modules active2 / 5

Last admin login9 days ago

Support

Open tickets4

Escalations / 10d3

Avg first response11h 24m

CSAT trend6.8 → 5.9

Blockers2 unresolved

Billing

Invoice overdue12 days

ContractActive, renewal pending

Last paymentMar 31

Expansion likelihoodLow

Conversation

SentimentNegative trend

Stakeholders active2 / 6

Decision-makerNot reached

Procurement riskMedium

Competitive mentions2 / 30 days

Customer sees value in reporting visibility but is concerned that rollout has been slower than expected. Adoption remains concentrated within a small user group, two onboarding blockers are unresolved, leadership has not yet seen enough impact to commit confidently to renewal, and the team requested a tighter success plan before the next renewal conversation.

✓ Entity resolution: Complete✓ Source coverage: 5/5✓ Schema confidence: HighLast sync: 2m ago

Normalized Context Pack

Normalized Context Pack● High confidence

Ranked accounts

Selected account object

Grouped signal clusters

✓

Entity resolution: Complete

Estimated token load499 tokens

▼ Low token burn

Latency: 2.1sConfidence: HighGrounding: StrongEvidence: Clear

AI Response

AI Response✓ Ranked · Precise · Actionable

The most at-risk accounts this quarter are Acme Corp, Northstar Labs, and VertexOps — with Acme Corp clearly at highest risk.

Why Acme ranks first

1. Usage fell 37% in the last 14 days and only 2 of 5 modules are active.
2. Three escalations opened in 10 days and CSAT fell from 6.8 to 5.9.
3. Renewal is in 26 days while the invoice is already 12 days overdue.
4. Only 2 of 6 stakeholders are active, the decision-maker has not been re-engaged, and recent calls point to rollout delays.

Recommended next action: Trigger a joint CSM + AE recovery plan for Acme within 48 hours, while monitoring Northstar Labs for adoption risk and VertexOps for early engagement slippage.

Observation: precise, evidence-grounded, executive-ready

Why the Model Said This

Evidence Panel6 signals · fully grounded

Grounded in normalized evidence

Usage −37% / 14d3 escalations / 10dRenewal in 26dInvoice overdue 12d2/6 stakeholders activeRollout delays mentioned