过于复杂
传统 accounting 工作流 require knowledge, software and discipline that many street 中小企业 do not yet have.
FINANCIAL 基础设施 FOR STREET 中小企业
一份银行对账单就足以开始。
AINNA NeuralOps 将日常银行对账单转换为结构化、 可用的财务记录—而无需让小企业变成会计师。
安全 processing
无多余存储
置信度评分
银行对账单重新编译器
上传银行对账单 PDF，立即获得结构化的财务记录。
Supported banksMaybank、CIMB、大众银行、OCBC、BSN及更多银行
零存储处理完成后您的文件将被删除
THE MISSING 基础设施
大多数微型企业并非在回避财务报表，而是流程在回避它们。
过于昂贵
专业 bookkeeping and accounting fees can be disproportionate to the scale and margins of micro businesses.
为时已晚
记录往往只有在融资、税务、补助或正式报告突然变得必要时才会准备。
AINNA NEURALOPS方法
系统会适应创业者。
A detached, validation-driven workflow processes financial data through specialised parsers, 智能路由 and guardrails.
1上传对账单
→
2检测 bank format
→
3解析 transactions
→
4验证 balances
→
5生成记录
规则优先，AI 辅助
确定性 parsing handles repeatable work. AI is reserved for ambiguity, exceptions and 未知 formats.
行级置信度
每笔提取的交易都可以根据对账和完整性规则进行评分和检查。
隐私政策 by architecture
财务文件通过受控阶段处理，保留时间最短，曝光受限。
更低 operating cost
智能路由和分段可减少不必要的模型使用、GPU 需求和令牌消耗。
NEURALOPS 架构
独立系统, 智能路由 and deterministic validation.
分离式系统
银行 statement parsers, reconciliation engines and financial generators run as independent, rule-based services. Each operates without continuous AI involvement deterministic logic handles format detection, balance validation and statement generation. AI is called only when ambiguity or 未知 formats are encountered.
智能路由
Every financial task is classified by type, complexity and risk. 常规 transactions go directly to deterministic parsers. Ambiguous entries are routed to AI for interpretation. 高-risk reconciliations trigger human review. This tiered approach reduces token consumption by over 60% while maintaining accuracy.
规则-首先 验证
余额 checks, duplicate detection, gap analysis and integrity scoring are enforced by fixed rules not AI. Every transaction row receives a confidence score based on deterministic criteria. AI summarises findings but never alters financial data.
人类 审批 闸门
No financial statement is finalised without human review. 独立系统 prepare structured records and highlight exceptions. The entrepreneur or accountant reviews, approves or rejects before the statement is considered complete.
AI SERVICES
Powering financial 边缘智能.
ECONOMIC IMPACT
更好的记录能创造更多可融资的企业。
拥有结构化记录并了解业务表现。
获得更清晰的信用评估和融资就绪信息。
提高项目参与度、税务透明度和政策数据质量。
降低将非正规企业纳入正规经济的成本。
“如果一家中小企业有银行对账单，那么它就应该有机会拥有自己的财务报表。”
AINNA NeuralOps by Masli
BUILDING THE 基础设施